{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 51job_作业\n",
    "* 0.markdown 介绍你的爬虫项目（数据挖掘项目）\n",
    "\n",
    "* 1.url模板可以自动生成关键词 （构建参数模板）\n",
    "\n",
    "* 2.分类部分（任选3个构建参数模板）希望有工作职能\n",
    "\n",
    "* 3.页面内容 ** 3额外.如果批量时出现网站抓取慢或者报错，可以尝试time.sleep(?)+ random(15,30)\n",
    "* 4.尝试翻页(登录会有更多数据)\n",
    "* 5.详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\requests\\__init__.py:91: RequestsDependencyWarning: urllib3 (1.26.4) or chardet (3.0.4) doesn't match a supported version!\n",
      "  RequestsDependencyWarning)\n"
     ]
    }
   ],
   "source": [
    "# 基本模块\n",
    "import pandas as pd\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script=r.html.xpath('//script')\n",
    "script=script[-3]\n",
    "script_url=\"http:\"+script.html.split(\"\\\"\")[1]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res=session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 工作职能\n",
    "工作职能=res.content.decode('gbk').split(',function(e,t){window.it=')[1].split('},function(e,t)')[1].split('{window.ft=')[1]\n",
    "工作职能_dict=eval(工作职能)\n",
    "工作职能_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[{k:\"99\"',\n",
       " 'v:\"请选择\"}',\n",
       " '{k:\"01\"',\n",
       " 'v:\"在校生/应届生\"}',\n",
       " '{k:\"02\"',\n",
       " 'v:\"1-3年\"}',\n",
       " '{k:\"03\"',\n",
       " 'v:\"3-5年\"}',\n",
       " '{k:\"04\"',\n",
       " 'v:\"5-10年\"}',\n",
       " '{k:\"05\"',\n",
       " 'v:\"10年以上\"}',\n",
       " '{k:\"06\"',\n",
       " 'v:\"无需经验\"}]']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 工作年限\n",
    "工作年限=res.content.decode('gbk').split('d_search_workyear=')[1].split(',window.d_search_providesalary')[0]\n",
    "工作年限.split(',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[{k:\"99\"',\n",
       " 'v:\"请选择\"}',\n",
       " '{k:\"01\"',\n",
       " 'v:\"初中及以下\"}',\n",
       " '{k:\"02\"',\n",
       " 'v:\"高中/中技/中专\"}',\n",
       " '{k:\"03\"',\n",
       " 'v:\"大专\"}',\n",
       " '{k:\"04\"',\n",
       " 'v:\"本科\"}',\n",
       " '{k:\"05\"',\n",
       " 'v:\"硕士\"}',\n",
       " '{k:\"06\"',\n",
       " 'v:\"博士\"}',\n",
       " '{k:\"07\"',\n",
       " 'v:\"无学历要求\"}]']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 学历要求\n",
    "学历要求=res.content.decode('gbk').split('d_search_degreefrom=')[1].split(',window.d_search_jobterm=')[0]\n",
    "学历要求.split(',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关键词\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import urllib.parse\n",
    "keyword=urllib.parse.quote('用户体验')\n",
    "keyword=urllib.parse.quote(keyword)\n",
    "keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模版(keyword):\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    url='https://search.51job.com/list/030000,000000,0000,00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0000,00,9,99,%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版('用户体验')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': 6508,\n",
       " '移动开发': 7700,\n",
       " 'Android开发工程师': 7701,\n",
       " 'iOS开发工程师': 7702,\n",
       " '小程序开发工程师': 7705,\n",
       " '移动开发工程师': 7703,\n",
       " '前端开发': 7200,\n",
       " 'Web前端开发': 7201,\n",
       " 'HTML5开发工程师': 7202,\n",
       " '人工智能': 7300,\n",
       " '机器学习工程师': 7301,\n",
       " '深度学习工程师': 7302,\n",
       " '图像算法工程师': 7303,\n",
       " '图像处理工程师': 7304,\n",
       " '图像识别工程师': 7305,\n",
       " '语音识别工程师': 7306,\n",
       " '机器视觉工程师': 7307,\n",
       " '自然语言处理(NLP)': 7308,\n",
       " '算法工程师': 7309,\n",
       " '推荐算法工程师': 7310,\n",
       " '搜索算法工程师': 7311,\n",
       " '游戏': 7800,\n",
       " '游戏策划师': 7801,\n",
       " '游戏系统策划': 7802,\n",
       " '游戏数值策划': 7803,\n",
       " '游戏关卡策划': 7804,\n",
       " '游戏文案策划/剧情策划': 7805,\n",
       " '游戏界面设计师': 7806,\n",
       " '游戏角色设计师': 7820,\n",
       " '游戏特效设计师': 7817,\n",
       " 'UE4特效师': 7822,\n",
       " '游戏动作设计师': 7818,\n",
       " '游戏场景设计师': 7819,\n",
       " '游戏原画师': 7807,\n",
       " '游戏动画师': 7808,\n",
       " '游戏开发工程师': 7809,\n",
       " 'Cocos2d-x开发工程师': 7810,\n",
       " 'Unity3d开发工程师': 7811,\n",
       " 'UE4开发工程师': 7823,\n",
       " '游戏客户端开发工程师': 7812,\n",
       " '游戏服务端开发工程师': 7813,\n",
       " '游戏测试': 7821,\n",
       " '游戏运营': 7814,\n",
       " '电子竞技运营': 7815,\n",
       " '视觉/交互设计': 7400,\n",
       " '平面设计总监': 7420,\n",
       " '平面设计经理/主管': 7421,\n",
       " '平面设计师': 7413,\n",
       " '美工/电商设计师': 7419,\n",
       " 'UI设计师': 7412,\n",
       " '视觉设计师': 7403,\n",
       " '网页设计师': 7401,\n",
       " '用户体验（UE/UX）设计师': 7404,\n",
       " '交互设计师': 7402,\n",
       " '动画/3D设计': 7422,\n",
       " '特效设计师': 7407,\n",
       " '原画师': 7418,\n",
       " '绘画': 7417,\n",
       " '多媒体设计': 7416,\n",
       " 'Flash设计师': 7406,\n",
       " '音效设计师': 7408,\n",
       " '计算机辅助设计工程师': 7409,\n",
       " '仿真应用工程师': 7410,\n",
       " '网站架构设计师': 7405,\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': 2700,\n",
       " '软件测试工程师': 2707,\n",
       " '功能测试': 2718,\n",
       " '性能测试': 2719,\n",
       " '安全测试': 2724,\n",
       " '自动化测试': 2720,\n",
       " '移动端测试': 2721,\n",
       " '测试开发': 2722,\n",
       " '测试总监': 2726,\n",
       " '测试经理': 2705,\n",
       " '测试主管': 2723,\n",
       " '系统测试': 2706,\n",
       " '标准化工程师': 2704,\n",
       " '测试工程师': 2725,\n",
       " '运维/技术支持': 7900,\n",
       " '运维工程师': 7901,\n",
       " '自动化运维工程师': 7920,\n",
       " '系统工程师': 7902,\n",
       " '数据库工程师(DBA)': 7903,\n",
       " '系统集成工程师': 7904,\n",
       " 'ERP实施顾问': 7905,\n",
       " '网络安全工程师': 7906,\n",
       " '运维开发': 7915,\n",
       " '网站维护工程师': 7907,\n",
       " '技术支持/维护经理': 7908,\n",
       " '技术支持/维护工程师': 7909,\n",
       " '配置管理工程师': 7910,\n",
       " 'IT经理/IT主管': 7912,\n",
       " '网络工程师(IT工程师)': 7913,\n",
       " '网络管理(Helpdesk)': 7914,\n",
       " '网络维修': 7916,\n",
       " '手机维修': 7917,\n",
       " '电脑维修': 7918,\n",
       " '数据': 7500,\n",
       " '数据分析经理/主管': 7502,\n",
       " '数据分析师': 7501,\n",
       " 'ETL开发工程师': 7503,\n",
       " 'BI工程师': 7504,\n",
       " '数据仓库工程师': 7505,\n",
       " '数据采集工程师': 7506,\n",
       " '数据建模工程师': 7507,\n",
       " '数据治理工程师': 7508,\n",
       " '产品': 6600,\n",
       " '产品总监': 6604,\n",
       " '产品经理/主管': 6602,\n",
       " '互联网产品经理': 6605,\n",
       " '移动产品经理': 6606,\n",
       " '用户产品经理': 6607,\n",
       " '电商产品经理': 6608,\n",
       " '产品专员': 6601,\n",
       " '产品助理': 6603,\n",
       " '需求工程师': 6609,\n",
       " '运营': 8000.0,\n",
       " '运营总监': 8050,\n",
       " '运营经理': 8049,\n",
       " '运营主管': 8048,\n",
       " '运营专员': 8047,\n",
       " '运营助理': 8053,\n",
       " '网站运营总监': 8030,\n",
       " '网站运营经理/主管': 8003,\n",
       " '网站运营专员': 8016,\n",
       " '网络推广总监': 8032,\n",
       " '网络推广经理/主管': 8033,\n",
       " '网络推广专员': 8034,\n",
       " 'SEO/SEM': 8024,\n",
       " '信息流优化师': 8046,\n",
       " '新媒体运营': 8010,\n",
       " '直播运营': 8059,\n",
       " '微信运营': 8055,\n",
       " '微博运营': 8054,\n",
       " '用户运营': 8041,\n",
       " '社区/社群运营': 8058,\n",
       " '活动运营': 8042,\n",
       " '内容运营': 8043,\n",
       " '品类运营': 8051,\n",
       " '数据运营': 8044,\n",
       " '线下运营': 8045,\n",
       " '产品运营': 8057,\n",
       " '网站编辑': 8007,\n",
       " '内容审核': 8052,\n",
       " '网站策划': 8006,\n",
       " '电子商务': 6100,\n",
       " '电商总监': 6111,\n",
       " '电商经理/电商主管': 6110,\n",
       " '电商专员': 6109,\n",
       " '电商运营': 6102,\n",
       " '跨境电商运营': 6112,\n",
       " '网店店长': 6101,\n",
       " '网店店铺管理员': 6103,\n",
       " '网店客服': 6104,\n",
       " '店铺推广': 6105,\n",
       " '网店模特': 6107,\n",
       " '技术管理': 2600,\n",
       " '首席技术执行官CTO': 2611,\n",
       " '首席信息官CIO': 2612,\n",
       " '技术总监/经理': 2602,\n",
       " '项目总监': 3513,\n",
       " '项目经理': 2606,\n",
       " '项目主管': 2607,\n",
       " '项目执行/协调人员': 2608,\n",
       " '项目助理': 2610,\n",
       " '半导体/芯片': 6700,\n",
       " '集成电路IC设计/应用工程师': 6701,\n",
       " '芯片架构工程师': 6727,\n",
       " 'FPGA开发工程师': 6728,\n",
       " 'MEMS工程师': 6729,\n",
       " '射频芯片设计': 6730,\n",
       " '模拟芯片工程师': 6731,\n",
       " '版图设计工程师': 6722,\n",
       " '模拟版图工程师': 6732,\n",
       " '数字前端工程师': 6733,\n",
       " 'IC验证工程师': 6702,\n",
       " 'FPGA原型验证工程师': 6734,\n",
       " 'EDA工程师': 6735,\n",
       " '可测性设计工程师(DFT)': 6736,\n",
       " '数字后端工程师': 6737,\n",
       " '芯片测试工程师': 6738,\n",
       " 'FAE 现场应用工程师': 6712,\n",
       " '半导体工艺工程师': 6723,\n",
       " '工艺整合工程师(PIE)': 6740,\n",
       " '半导体设备工程师': 6739,\n",
       " '失效分析工程师(FA)': 6741,\n",
       " '封装工程师': 6760,\n",
       " '封装研发工程师': 6744,\n",
       " '半导体测试工程师': 6750,\n",
       " '芯片销售工程师': 6746,\n",
       " '半导体器件工程师': 6761,\n",
       " '半导体文档工程师': 6747,\n",
       " '半导体产品经理/产品工程师': 6748,\n",
       " '半导体技术': 6707,\n",
       " '电子/电器/仪器仪表': 2900,\n",
       " '电子工程师/技术员': 2903,\n",
       " 'PCB工程师': 2964,\n",
       " '电子技术研发工程师': 2917,\n",
       " '电子软件开发(ARM/MCU...)': 2909,\n",
       " '电子元器件工程师': 2962,\n",
       " '电子工艺工程师': 2951,\n",
       " 'SMT工程师': 2965,\n",
       " '电子设备工程师': 2959,\n",
       " '电子/电器维修工程师/技师': 2920,\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': 2910,\n",
       " '嵌入式硬件开发(主板机…)': 2919,\n",
       " '硬件工程师': 2955,\n",
       " '高级硬件工程师': 2956,\n",
       " '硬件测试工程师': 2957,\n",
       " '电气工程师/技术员': 2904,\n",
       " 'PLC工程师': 2966,\n",
       " '电路工程师/技术员(模拟/数字)': 2905,\n",
       " '电声/音响工程师/技术员': 2906,\n",
       " '电池/电源开发': 2911,\n",
       " '仪器/仪表/计量分析师': 2914,\n",
       " '计量工程师': 2958,\n",
       " '激光/光电子技术': 2918,\n",
       " '变压器与磁电工程师': 2921,\n",
       " '家用电器/数码产品研发': 2913,\n",
       " '自动控制工程师/技术员': 2908,\n",
       " '机器人调试工程师': 2963,\n",
       " '安防系统工程师': 2925,\n",
       " '电子销售工程师': 2952,\n",
       " '电子文档工程师': 2953,\n",
       " '电子产品经理/产品工程师': 2954,\n",
       " '通信技术开发及应用': 2800,\n",
       " '通信技术工程师': 2801,\n",
       " '无线通信工程师': 2803,\n",
       " '有线传输工程师': 2802,\n",
       " '射频工程师': 2815,\n",
       " '数据通信工程师': 2805,\n",
       " '通信网络工程师': 2807,\n",
       " '核心网工程师': 2819,\n",
       " '基站工程师': 2818,\n",
       " '通信设备工程师': 2820,\n",
       " '通信电源工程师': 2808,\n",
       " '电信交换工程师': 2804,\n",
       " '光通信工程师': 2814,\n",
       " '通信测试工程师': 2816,\n",
       " '通信销售工程师': 2817,\n",
       " '通信文档工程师': 2812,\n",
       " '通信产品经理/产品工程师': 2813,\n",
       " '通信项目管理': 2821,\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': 3000.0,\n",
       " '大客户销售': 3009,\n",
       " '销售代表': 3001,\n",
       " '区域销售代表': 3014,\n",
       " '渠道/分销专员': 3002,\n",
       " '客户代表': 3003,\n",
       " '销售工程师': 3004,\n",
       " '电话销售': 3005,\n",
       " '地推专员': 3017,\n",
       " '门店销售': 3016,\n",
       " '海外销售': 3015,\n",
       " '网络销售/在线销售': 3010,\n",
       " '直播销售': 3013,\n",
       " '团购业务员': 3008,\n",
       " '经销商': 3006,\n",
       " '会籍顾问': 3011,\n",
       " '销售助理': 3012,\n",
       " '销售行政及商务': 3100,\n",
       " '销售行政经理/主管': 3101,\n",
       " '销售行政专员': 3102,\n",
       " '业务分析经理/主管': 3108,\n",
       " '业务分析专员/助理': 3109,\n",
       " '商务经理': 3103,\n",
       " '商务主管/专员': 3104,\n",
       " '商务助理': 3105,\n",
       " '销售行政助理': 3106,\n",
       " '客服及支持': 3200,\n",
       " '客服总监': 3201,\n",
       " '客服经理': 3202,\n",
       " '客服主管': 3203,\n",
       " '客服专员/助理': 3204,\n",
       " '客户关系经理/主管': 3210,\n",
       " '售前/售后技术支持经理': 3205,\n",
       " '售前/售后技术支持主管': 3206,\n",
       " '售前/售后技术支持工程师': 3207,\n",
       " '咨询热线/呼叫中心服务人员': 3208,\n",
       " '网络/在线客服': 3213,\n",
       " '投诉专员': 3211,\n",
       " 'VIP专员': 3212,\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': 3300,\n",
       " '证券/期货/外汇经纪人': 3301,\n",
       " '证券分析师': 3302,\n",
       " '期货分析师': 3319,\n",
       " '量化研究': 3316,\n",
       " '证券交易员': 3320,\n",
       " '股票/期货操盘手': 3303,\n",
       " '金融/经济研究员': 3304,\n",
       " '金融产品经理': 3312,\n",
       " '金融产品销售': 3315,\n",
       " '机构业务销售': 3317,\n",
       " '投资总监': 3322,\n",
       " '投资经理': 3323,\n",
       " '基金经理': 3341,\n",
       " '投资顾问': 3325,\n",
       " '理财顾问': 3326,\n",
       " '投资银行业务': 3307,\n",
       " '投资银行财务分析': 3313,\n",
       " '融资经理/融资主管': 3308,\n",
       " '融资专员': 3309,\n",
       " '营业部总经理/副总经理': 3318,\n",
       " '风险管理/控制': 3314,\n",
       " '资产管理': 3324,\n",
       " '拍卖/担保/典当业务': 3310,\n",
       " '银行': 2200,\n",
       " '行长/副行长': 2207,\n",
       " '银行客户总监': 2231,\n",
       " '个人业务部门经理/主管': 2223,\n",
       " '个人业务客户经理': 2224,\n",
       " '公司业务部门经理/主管': 2225,\n",
       " '公司业务客户经理': 2226,\n",
       " '综合业务经理/主管': 2227,\n",
       " '综合业务专员': 2228,\n",
       " '理财经理': 2233,\n",
       " '资产评估/分析': 2208,\n",
       " '风险控制': 2209,\n",
       " '信贷管理': 2215,\n",
       " '催收': 3340,\n",
       " '信审核查': 2229,\n",
       " '进出口/信用证结算': 2210,\n",
       " '外汇交易': 2212,\n",
       " '清算人员': 2211,\n",
       " '高级客户经理/客户经理': 2213,\n",
       " '客户主管/专员': 2214,\n",
       " '营业部大堂经理': 2230,\n",
       " '信用卡销售': 2222,\n",
       " '呼叫中心客服': 2232,\n",
       " '银行柜员': 2216,\n",
       " '小微信贷专员': 2234,\n",
       " '保险': 3400,\n",
       " '保险精算师': 3401,\n",
       " '保险产品开发/项目策划': 3402,\n",
       " '保险业务经理/主管': 3403,\n",
       " '保险经纪人/保险代理': 3404,\n",
       " '保险电销': 3414,\n",
       " '保险核保': 3407,\n",
       " '保险理赔': 3408,\n",
       " '保险客户服务/续期管理': 3409,\n",
       " '保险培训师': 3410,\n",
       " '保险内勤': 3411,\n",
       " '契约管理': 3413,\n",
       " '理财顾问/财务规划师': 3405,\n",
       " '储备经理人': 3406,\n",
       " '保险业务推动/督导': 3415,\n",
       " '生产/营运': 3500,\n",
       " '工厂经理/厂长': 3501,\n",
       " '总工程师/副总工程师': 3502,\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': 3504,\n",
       " '营运经理': 3505,\n",
       " '营运主管': 3506,\n",
       " '生产总监': 3514,\n",
       " '生产经理/车间主任': 3507,\n",
       " '生产主管': 3509,\n",
       " '生产领班/组长': 3515,\n",
       " '生产计划/物料管理(PMC)': 3508,\n",
       " '生产文员': 3512,\n",
       " '生产跟单': 3518,\n",
       " '设备主管': 3516,\n",
       " '化验员': 3510,\n",
       " '厂务': 3517,\n",
       " '质量安全': 3600,\n",
       " '质量管理/测试经理(QA/QC经理)': 3601,\n",
       " '质量管理/测试主管(QA/QC主管)': 3602,\n",
       " '质量管理/测试工程师(QA/QC工程师)': 3603,\n",
       " '可靠度工程师': 3605,\n",
       " '故障分析工程师': 3606,\n",
       " '认证工程师': 3607,\n",
       " '体系工程师': 3608,\n",
       " '质检员/测试员(QC)': 3604,\n",
       " '审核员': 3615,\n",
       " '环境/健康/安全经理/主管（EHS）': 3609,\n",
       " '环境/健康/安全工程师（EHS）': 3610,\n",
       " '安全员': 2129,\n",
       " '供应商管理': 3611,\n",
       " '采购材料、设备质量管理': 3612,\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': 7100,\n",
       " '汽车项目管理': 7101,\n",
       " '汽车设计工程师': 7102,\n",
       " '车身/造型设计': 7103,\n",
       " '汽车结构工程师': 7104,\n",
       " '内外饰工程师': 7105,\n",
       " '汽车电子工程师': 7106,\n",
       " '电气/电器工程师': 7107,\n",
       " '附件系统工程师': 7108,\n",
       " '动力总成工程师': 7109,\n",
       " '发动机工程师': 7110,\n",
       " '底盘工程师': 7111,\n",
       " '汽车安全性能工程师': 7112,\n",
       " '汽车试验工程师': 7113,\n",
       " '新能源电池工程师': 7114,\n",
       " '新能源电控工程师': 7115,\n",
       " '新能源电机工程师': 7116,\n",
       " '汽车标定工程师': 7117,\n",
       " '发动机匹配工程师': 7118,\n",
       " '车联网工程师': 7119,\n",
       " '智能驾驶工程师': 7120,\n",
       " '研发总监/部长/专家': 7121,\n",
       " '汽车制造': 5400,\n",
       " '汽车质量工程师': 5404,\n",
       " '供应商质量工程师': 5421,\n",
       " '前期质量工程师': 5422,\n",
       " '过程质量工程师': 5423,\n",
       " '客户质量工程师': 5424,\n",
       " '汽车装配工艺工程师': 5406,\n",
       " '总装工程师': 5425,\n",
       " '焊接工艺工程师': 5426,\n",
       " '冲压工艺工程师': 5427,\n",
       " '涂装工艺工程师': 5428,\n",
       " '汽车销售与服务': 5900,\n",
       " '汽车销售/经纪人': 5903,\n",
       " '售后服务/客户服务': 5902,\n",
       " '汽车金融销售': 5916,\n",
       " '汽车金融经理': 5918,\n",
       " '汽车金融专员': 5917,\n",
       " '车险定损/理赔': 5915,\n",
       " '汽车修理工': 5907,\n",
       " '汽车检验/检测': 5905,\n",
       " '汽车装饰美容': 5906,\n",
       " '汽车钣金': 5913,\n",
       " '汽车喷漆': 5914,\n",
       " '汽车电工': 5912,\n",
       " '洗车工': 5908,\n",
       " '4S店经理/维修站经理': 5901,\n",
       " '二手车评估师': 5904,\n",
       " '加油站工作员': 5910,\n",
       " '技工普工': 3700,\n",
       " '普工/操作工': 3710,\n",
       " '技工': 3701,\n",
       " '叉车司机/铲车司机': 3707,\n",
       " '吊车司机': 3728,\n",
       " '挖掘机司机': 3729,\n",
       " '组装工': 3715,\n",
       " '包装工': 3716,\n",
       " '焊工': 3703,\n",
       " '氩弧焊工': 3717,\n",
       " '电工': 3706,\n",
       " '电力线路工': 3718,\n",
       " '旋压工': 3719,\n",
       " '仪表工': 3720,\n",
       " '电镀工': 3721,\n",
       " '喷塑工': 3722,\n",
       " '水工': 3709,\n",
       " '木工': 2139,\n",
       " '漆工': 3724,\n",
       " '空调工': 3708,\n",
       " '电梯工': 2141,\n",
       " '锅炉工': 3726,\n",
       " '3D打印操作员': 3730,\n",
       " '学徒工': 3727,\n",
       " '服装/纺织/皮革': 3800,\n",
       " '服装/纺织设计总监': 3812,\n",
       " '服装/纺织设计': 3801,\n",
       " '服装/纺织/皮革工艺师': 3813,\n",
       " '面料辅料开发': 3802,\n",
       " '面料辅料采购': 3803,\n",
       " '服装/纺织/皮革跟单': 3804,\n",
       " '服装领班': 3814,\n",
       " '服装纺织质检员(QA/QC)': 3805,\n",
       " '板房/楦头/底格出格师': 3806,\n",
       " '电脑放码员': 3811,\n",
       " '纸样师/车板工': 3808,\n",
       " '裁床': 3809,\n",
       " '打样/制版': 3807,\n",
       " '裁剪工': 3815,\n",
       " '缝纫工': 3816,\n",
       " '手缝工': 3817,\n",
       " '烫工': 3818,\n",
       " '样衣工': 3819,\n",
       " '纺织工': 3820,\n",
       " '针织工': 3821,\n",
       " '配色工': 3822,\n",
       " '印染工': 3823,\n",
       " '漂染工': 3824,\n",
       " '挡车工': 3825,\n",
       " '整经工': 3826,\n",
       " '细纱工': 3827,\n",
       " '浆纱工': 3828,\n",
       " '采购': 3900,\n",
       " '采购总监': 3901,\n",
       " '采购经理': 3902,\n",
       " '采购主管': 3903,\n",
       " '采购员': 3904,\n",
       " '采购助理': 3905,\n",
       " '买手': 3908,\n",
       " '供应商开发': 3909,\n",
       " '贸易': 4000.0,\n",
       " '贸易/外贸经理/主管': 4001,\n",
       " '贸易/外贸专员/助理': 4002,\n",
       " '外贸销售': 4009,\n",
       " '国内贸易人员': 4003,\n",
       " '业务跟单经理': 4004,\n",
       " '高级业务跟单': 4005,\n",
       " '业务跟单': 4006,\n",
       " '助理业务跟单': 4007,\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': 4100,\n",
       " '生物工程/生物制药': 4101,\n",
       " '化学分析测试员': 4116,\n",
       " '医药技术研发管理人员': 4103,\n",
       " '医药技术研发人员': 4104,\n",
       " '医药学术推广': 4126,\n",
       " '临床研究员': 4105,\n",
       " '临床协调员': 4106,\n",
       " '临床监查员': 4127,\n",
       " '临床数据分析员': 4123,\n",
       " '药品注册': 4107,\n",
       " '药品生产/质量管理': 4108,\n",
       " '药品市场推广经理': 4109,\n",
       " '药品市场推广主管/专员': 4110,\n",
       " '医药招商': 4120,\n",
       " '政府事务管理': 4121,\n",
       " '招投标管理': 4122,\n",
       " '医药销售经理/主管': 4111,\n",
       " '医药代表': 4112,\n",
       " '医药销售人员': 4102,\n",
       " '医疗器械注册': 4117,\n",
       " '医疗器械研发': 4124,\n",
       " '医疗器械生产/质量管理': 4118,\n",
       " '医疗器械市场推广': 4113,\n",
       " '医疗器械销售经理/主管': 4125,\n",
       " '医疗器械销售代表': 4114,\n",
       " '医疗器械维修人员': 4119,\n",
       " '化工': 5500,\n",
       " '化工技术应用/化工工程师': 5501,\n",
       " '化工实验室研究员/技术员': 5502,\n",
       " '涂料研发工程师': 5503,\n",
       " '配色技术员': 5504,\n",
       " '塑料工程师': 5505,\n",
       " '化妆品研发': 5506,\n",
       " '食品/饮料研发': 5507,\n",
       " '造纸研发': 5509,\n",
       " '医院/医疗/护理': 1300,\n",
       " '医院管理人员': 1302,\n",
       " '综合门诊/全科医生': 1328,\n",
       " '内科医生': 1301,\n",
       " '外科医生': 1317,\n",
       " '专科医生': 1318,\n",
       " '牙科医生': 1319,\n",
       " '妇产科医生': 1337,\n",
       " '眼科医生': 1339,\n",
       " '美容整形师': 1320,\n",
       " '医美咨询': 1329,\n",
       " '麻醉医生': 1308,\n",
       " '超声影像/放射科医师': 1327,\n",
       " '理疗师': 1321,\n",
       " '中医科医生': 1322,\n",
       " '针灸/推拿': 1313,\n",
       " '儿科医生': 1325,\n",
       " '心理医生': 1309,\n",
       " '心理咨询师': 1335,\n",
       " '营养师': 1314,\n",
       " '健康管理师': 1330,\n",
       " '药库主任/药剂师': 1304,\n",
       " '医学检验': 1310,\n",
       " '核酸检测员': 1331,\n",
       " '公共卫生/疾病控制': 1323,\n",
       " '消毒员': 1333,\n",
       " '防疫员': 1332,\n",
       " '护理主任/护士长': 1324,\n",
       " '护士/护理人员': 1305,\n",
       " '导医': 1336,\n",
       " '兽医': 1315,\n",
       " '验光师': 1326,\n",
       " '广告': 4200,\n",
       " '广告客户总监/副总监': 4201,\n",
       " '广告客户经理': 4202,\n",
       " '广告客户主管/专员': 4203,\n",
       " '广告创意总监': 4205,\n",
       " '广告创意/设计经理': 4204,\n",
       " '广告创意/设计主管/专员': 4206,\n",
       " '广告制作执行': 4212,\n",
       " '广告销售': 4213,\n",
       " '美术指导': 4211,\n",
       " '文案/策划': 4207,\n",
       " '企业/业务发展经理': 4208,\n",
       " '企业策划人员': 4209,\n",
       " '公关/媒介': 4300,\n",
       " '公关总监': 4315,\n",
       " '公关经理': 4301,\n",
       " '公关主管': 4302,\n",
       " '公关专员': 4303,\n",
       " '会务/会展经理': 4304,\n",
       " '会务/会展主管': 4305,\n",
       " '会务/会展专员': 4306,\n",
       " '媒介经理': 4307,\n",
       " '媒介主管': 4308,\n",
       " '媒介专员': 4309,\n",
       " '公关/媒介助理': 4310,\n",
       " '媒介销售': 4312,\n",
       " '活动策划': 4313,\n",
       " '活动执行': 4314,\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': 4400,\n",
       " '影视策划/制作人员': 4401,\n",
       " '导演/编导': 4402,\n",
       " '编剧': 4417,\n",
       " '制片人': 4418,\n",
       " '艺术/设计总监': 4403,\n",
       " '艺术指导/舞台美术设计': 4414,\n",
       " '经纪人/星探': 4404,\n",
       " '主播/主持人': 4405,\n",
       " '摄影师/摄像师': 4406,\n",
       " '后期制作': 4411,\n",
       " '视频剪辑': 4416,\n",
       " '音效师': 4407,\n",
       " '配音员': 4408,\n",
       " '灯光师': 4415,\n",
       " '放映经理/主管': 4412,\n",
       " '放映员': 4413,\n",
       " '编辑出版': 4500,\n",
       " '总编/副总编': 4501,\n",
       " '编辑': 4502,\n",
       " '作家/撰稿人': 4517,\n",
       " '记者': 4503,\n",
       " '电话采编': 4516,\n",
       " '美术编辑': 4504,\n",
       " '排版设计': 4505,\n",
       " '出版/发行': 4507,\n",
       " '建筑规划与设计': 6900,\n",
       " '室内设计总监': 6919,\n",
       " '室内设计经理/主管': 6918,\n",
       " '室内设计': 6901,\n",
       " '室内设计师助理': 6917,\n",
       " '软装设计': 6902,\n",
       " '精装设计': 6903,\n",
       " '家装顾问': 6920,\n",
       " '建筑设计师': 6905,\n",
       " '钢结构设计': 6906,\n",
       " '幕墙设计': 6907,\n",
       " '建筑结构设计': 6908,\n",
       " '建筑制图/模型/渲染': 6909,\n",
       " '暖通设计': 6911,\n",
       " '给排水设计': 6912,\n",
       " '建筑机电设计': 6910,\n",
       " '园艺/园林/景观设计': 6914,\n",
       " '城市规划设计': 6913,\n",
       " '规划与设计': 6904,\n",
       " 'BIM工程师': 6916,\n",
       " '建筑工程与装潢': 2100,\n",
       " '建筑工程师': 2101,\n",
       " '高级建筑工程师/总工': 2123,\n",
       " '给排水/暖通工程': 2104,\n",
       " '幕墙工程师': 2122,\n",
       " '建筑机电工程师': 2103,\n",
       " '楼宇自动化': 2125,\n",
       " '智能大厦/综合布线/安防/弱电': 2126,\n",
       " '精装修工程师': 2146,\n",
       " '房修工程师': 2147,\n",
       " '结构/土木/土建工程师': 2102,\n",
       " '公路/桥梁/港口/隧道工程': 2118,\n",
       " '岩土工程': 2119,\n",
       " '测绘/测量': 2120,\n",
       " '开发报建': 2127,\n",
       " '工程造价师/预结算经理': 2105,\n",
       " '预结算员': 2124,\n",
       " '建筑工程管理/项目经理': 2106,\n",
       " '建筑项目助理': 2133,\n",
       " '建筑工程验收': 2121,\n",
       " '工程监理': 2107,\n",
       " '市政工程师': 2132,\n",
       " '合同管理': 2128,\n",
       " '资料员': 2130,\n",
       " '建筑安装施工员': 2111,\n",
       " '砌筑工': 2134,\n",
       " '瓦工': 2135,\n",
       " '混凝土工': 2136,\n",
       " '浇注工': 2137,\n",
       " '钢筋工': 2138,\n",
       " '油漆工': 2140,\n",
       " '抹灰工': 2142,\n",
       " '施工开料工': 2143,\n",
       " '管道/暖通': 2144,\n",
       " '工长': 2145,\n",
       " '消防安全': 2112,\n",
       " '房地产开发': 4600,\n",
       " '房地产项目/策划经理': 4601,\n",
       " '房地产项目/策划主管/专员': 4602,\n",
       " '房地产投资管理': 4604,\n",
       " '房产项目配套工程师': 4603,\n",
       " '房地产项目招投标': 4608,\n",
       " '房地产投资分析': 4610,\n",
       " '房地产资产管理': 4611,\n",
       " '监察人员': 4612,\n",
       " '房地产销售与中介': 6000.0,\n",
       " '房地产销售经理/主管': 6009,\n",
       " '房地产销售': 6010,\n",
       " '房地产中介/置业顾问': 6001,\n",
       " '房地产评估': 6002,\n",
       " '房地产店长/经理': 6004,\n",
       " '房地产内勤': 6007,\n",
       " '房地产客服': 6006,\n",
       " '物业管理': 4700,\n",
       " '物业管理经理': 4702,\n",
       " '物业管理主管': 4714,\n",
       " '物业管理专员/助理': 4703,\n",
       " '招商/租赁/租售': 4704,\n",
       " '写字楼运营': 4719,\n",
       " '长租公寓管家/养老专员': 4717,\n",
       " '高级物业顾问/物业顾问': 4701,\n",
       " '前介工程师': 4716,\n",
       " '物业设施管理人员': 4705,\n",
       " '物业机电维修工': 4715,\n",
       " '物业机电工程师': 4708,\n",
       " '物业维修员': 4706,\n",
       " '停车管理员': 4709,\n",
       " '保安经理': 4710,\n",
       " '保安人员': 4711,\n",
       " '保洁': 4712,\n",
       " '绿化工': 4713,\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': 2300,\n",
       " '行政总监': 2301,\n",
       " '行政经理/主管/办公室主任': 2302,\n",
       " '行政专员/助理': 2303,\n",
       " '经理助理/秘书': 2304,\n",
       " '文员': 2311,\n",
       " '党工团干事': 2310,\n",
       " '前台接待/总机/接待生': 2305,\n",
       " '图书管理员/资料管理员': 2307,\n",
       " '档案管理员': 2312,\n",
       " '电脑操作员/打字员': 2308,\n",
       " '后勤': 2306,\n",
       " '咨询/顾问': 1400,\n",
       " '专业顾问': 1401,\n",
       " '咨询总监': 1402,\n",
       " '咨询经理': 1403,\n",
       " '专业培训师': 1406,\n",
       " '咨询员': 1404,\n",
       " '调研员': 1409,\n",
       " '猎头/人才中介': 1408,\n",
       " '情报信息分析人员': 1407,\n",
       " '律师/法务/合规': 1100,\n",
       " '律师/法律顾问': 1101,\n",
       " '律师助理': 1103,\n",
       " '法务总监': 1111,\n",
       " '法务经理': 1106,\n",
       " '法务主管/专员': 1102,\n",
       " '法务助理': 1107,\n",
       " '合规经理': 1109,\n",
       " '合规主管/专员': 1110,\n",
       " '知识产权/专利/商标': 1108,\n",
       " '教师': 1200,\n",
       " '英语老师': 1219,\n",
       " '数学老师': 1220,\n",
       " '语文老师': 1221,\n",
       " '物理老师': 1222,\n",
       " '化学老师': 1223,\n",
       " '日语老师': 1224,\n",
       " '幼教': 1207,\n",
       " '早教老师': 1225,\n",
       " '美术老师': 1228,\n",
       " '钢琴老师': 1233,\n",
       " '音乐老师': 1226,\n",
       " '体育教师': 1216,\n",
       " '其他外语老师': 1215,\n",
       " '在线辅导老师': 1218,\n",
       " '小学教师': 1209,\n",
       " '初中教师': 1231,\n",
       " '高中教师': 1232,\n",
       " '大学教授': 1208,\n",
       " '职业技术教师': 1211,\n",
       " '讲师/助教': 1204,\n",
       " '家教': 1205,\n",
       " '兼职教师': 1210,\n",
       " '教育咨询': 8100,\n",
       " '课程顾问': 8101,\n",
       " '招生老师': 8102,\n",
       " '学习规划师': 8103,\n",
       " '留学顾问': 8104,\n",
       " '教育管理': 8200,\n",
       " '校长': 8201,\n",
       " '班主任/辅导员': 8202,\n",
       " '院校教务管理人员': 8203,\n",
       " '园长': 8204,\n",
       " '教研组长/主管': 8205,\n",
       " '教研员': 8206,\n",
       " '教师培训/师训': 8207,\n",
       " '培训': 5700,\n",
       " '培训督导': 5701,\n",
       " '培训讲师': 5702,\n",
       " '培训策划': 5703,\n",
       " '培训产品开发': 5707,\n",
       " '培训助理': 5704,\n",
       " '科研': 1000.0,\n",
       " '科研管理人员': 1002,\n",
       " '科研人员': 1001,\n",
       " '餐饮服务': 4800,\n",
       " '餐饮店长/经理': 4801,\n",
       " '餐饮大堂经理': 4819,\n",
       " '餐厅领班': 4802,\n",
       " '餐饮服务员': 4803,\n",
       " '行政主厨/厨师长': 4806,\n",
       " '中餐厨师': 4807,\n",
       " '西餐厨师': 4820,\n",
       " '日式厨师': 4821,\n",
       " '面点师': 4822,\n",
       " '西点师': 4823,\n",
       " '厨师助理/学徒': 4812,\n",
       " '茶艺师': 4809,\n",
       " '咖啡师': 4816,\n",
       " '调酒师/侍酒师/吧台员': 4808,\n",
       " '礼仪/迎宾': 4804,\n",
       " '餐饮预订员': 4824,\n",
       " '餐饮收银员': 4818,\n",
       " '配菜/打荷': 4813,\n",
       " '传菜主管': 4811,\n",
       " '传菜员': 4825,\n",
       " '洗碗工': 4814,\n",
       " '送餐员': 4815,\n",
       " '杂工': 4817,\n",
       " ...}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 职能参数\n",
    "职能参数={v:k for k,v in 工作职能_dict.items()}\n",
    "职能参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 学历参数\n",
    "学历要求_str = [\"所有初中及以下\",\"高中/中技/中专\",\"大专\",\"本科\",\"硕士\",\"博士\",\"无学历要求\"]\n",
    "t=['01','02','03','04','05','06','07']\n",
    "学历参数={学历要求_str[i]:t[i] for i in range(len(t))}\n",
    "display(学历参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 年限参数\n",
    "年限要求_str=['在校生/应届生','1-3年','3-5年','5-10年','10年以上','无需经验','所有']\n",
    "y=['01','02','03','04','05','06','99']\n",
    "年限参数={年限要求_str[i]:y[i] for i in range(len(y))}\n",
    "display(年限参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99°reefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(url.split('&'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数构建_url(occupation,keyword,workyears,degree):\n",
    "    job=职能参数[occupation]\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    years=年限参数[workyears]\n",
    "    dg=学历参数[degree]\n",
    "    url='https://search.51job.com/list/030000,000000,'+job+',00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear='+years+'&cotype=99°reefrom='+dg+'&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,1.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=参数构建_url('后端开发',' ','3-5年','本科')\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "url=url\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132144036',\n",
       "   'coid': '2758227',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132144036.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播音视频SDK研发工程师',\n",
       "   'job_title': '直播音视频SDK研发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2758227.html',\n",
       "   'company_name': '字节跳动',\n",
       "   'providesalary_text': '2.5-5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 16:00:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '下午茶 六险一金 免费三餐 弹性工作 租房补贴',\n",
       "   'jobwelf_list': ['下午茶', '六险一金', '免费三餐', '弹性工作', '租房补贴'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招5人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132143547',\n",
       "   'coid': '5231631',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-sdq\\\\/132143547.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'MES工程师',\n",
       "   'job_title': 'MES工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5231631.html',\n",
       "   'company_name': '佛山市驰力科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030602',\n",
       "   'workarea_text': '佛山-顺德区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 15:00:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包住宿 五险一金 专业培训 加班补贴 绩效奖金',\n",
       "   'jobwelf_list': ['包住宿', '五险一金', '专业培训', '加班补贴', '绩效奖金'],\n",
       "   'attribute_text': ['佛山-顺德区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '92048566',\n",
       "   'coid': '2869997',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/92048566.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '后端高级开发工程师（.net core方向）',\n",
       "   'job_title': '后端高级开发工程师（.net core方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2869997.html',\n",
       "   'company_name': '广东数夫软件有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 14:03:20',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 定期体检 节日福利 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '定期体检', '节日福利', '带薪年假'],\n",
       "   'attribute_text': ['东莞', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129975986',\n",
       "   'coid': '5519124',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129975986.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级JAVA 软件工程师',\n",
       "   'job_title': '高级JAVA 软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5519124.html',\n",
       "   'company_name': '广州仓实信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:09:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 专业培训 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '专业培训', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131474822',\n",
       "   'coid': '2834768',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131474822.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '项目经理',\n",
       "   'job_title': '项目经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2834768.html',\n",
       "   'company_name': '广州市敏创信息科技有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:08:44',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 年终奖 员工旅游 法定节假日 公司旅游 唱K看电影 提供五险 加班补贴 年度体检',\n",
       "   'jobwelf_list': ['餐饮补贴',\n",
       "    '年终奖',\n",
       "    '员工旅游',\n",
       "    '法定节假日',\n",
       "    '公司旅游',\n",
       "    '唱K看电影',\n",
       "    '提供五险',\n",
       "    '加班补贴',\n",
       "    '年度体检'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131527011',\n",
       "   'coid': '5918115',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ccq\\\\/131527011.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5918115.html',\n",
       "   'company_name': '广东森旭通用设备科技有限公司',\n",
       "   'providesalary_text': '0.8-1.8万\\\\/月',\n",
       "   'workarea': '030601',\n",
       "   'workarea_text': '佛山-禅城区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:07:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 项目奖金 领导nice 氛围融洽 美味饭堂 帅哥美女 丰富活动 积分制度',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '项目奖金',\n",
       "    '领导nice',\n",
       "    '氛围融洽',\n",
       "    '美味饭堂',\n",
       "    '帅哥美女',\n",
       "    '丰富活动',\n",
       "    '积分制度'],\n",
       "   'attribute_text': ['佛山-禅城区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129947751',\n",
       "   'coid': '5959151',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-hlz\\\\/129947751.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品工程师（RD）',\n",
       "   'job_title': '产品工程师（RD）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5959151.html',\n",
       "   'company_name': '东莞市显赫电子科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030810',\n",
       "   'workarea_text': '东莞-横沥镇',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:06:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 包吃 全勤奖 节日福利 包住宿 交通补贴 年终奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '包吃',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '包住宿',\n",
       "    '交通补贴',\n",
       "    '年终奖金',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['东莞-横沥镇', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132134905',\n",
       "   'coid': '123056',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132134905.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'WXG02-微信视频号后台开发工程师',\n",
       "   'job_title': 'WXG02-微信视频号后台开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co123056.html',\n",
       "   'company_name': '深圳市腾讯计算机系统有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132138613',\n",
       "   'coid': '2683268',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-nhq\\\\/132138613.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发 出差岗',\n",
       "   'job_title': 'Java开发 出差岗',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2683268.html',\n",
       "   'company_name': '神州数码信息服务股份有限公司',\n",
       "   'providesalary_text': '1.2-2.4万\\\\/月',\n",
       "   'workarea': '030603',\n",
       "   'workarea_text': '佛山-南海区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 07:06:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 补充公积金 餐饮补贴 通讯补贴 定期体检 出差补贴',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '补充公积金', '餐饮补贴', '通讯补贴', '定期体检', '出差补贴'],\n",
       "   'attribute_text': ['佛山-南海区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '117503200',\n",
       "   'coid': '5655113',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/117503200.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '.NET高级开发工程师',\n",
       "   'job_title': '.NET高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5655113.html',\n",
       "   'company_name': '广州万友砼结构构件有限公司',\n",
       "   'providesalary_text': '0.8-1.8万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 14:59:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 节日福利 专业培训 大小周工作制 包吃或餐补 生日福利 季度福利 社保五险',\n",
       "   'jobwelf_list': ['带薪年假',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '大小周工作制',\n",
       "    '包吃或餐补',\n",
       "    '生日福利',\n",
       "    '季度福利',\n",
       "    '社保五险'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132136783',\n",
       "   'coid': '5362705',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/xian-ytq\\\\/132136783.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '西安远程电话招聘C++',\n",
       "   'job_title': '西安远程电话招聘C++',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5362705.html',\n",
       "   'company_name': '上海易宝软件有限公司深圳分公司',\n",
       "   'providesalary_text': '1.3-2.6万\\\\/月',\n",
       "   'workarea': '200206',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 14:10:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 绩效奖金 定期体检 补充公积金 交通补贴 餐饮补贴 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '免费班车',\n",
       "    '绩效奖金',\n",
       "    '定期体检',\n",
       "    '补充公积金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '补充医疗保险'],\n",
       "   'attribute_text': ['异地招聘', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131983640',\n",
       "   'coid': '5318290',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131983640.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5318290.html',\n",
       "   'company_name': '中国联和健康产业集团有限公司',\n",
       "   'providesalary_text': '0.7-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:07:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 带薪年假 高温补贴 绩效奖金 弹性工作 专业培训 节日福利 社会保险',\n",
       "   'jobwelf_list': ['餐饮补贴',\n",
       "    '带薪年假',\n",
       "    '高温补贴',\n",
       "    '绩效奖金',\n",
       "    '弹性工作',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '社会保险'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '115092165',\n",
       "   'coid': '4202095',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/115092165.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4202095.html',\n",
       "   'company_name': '广州海货电子商务有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:05:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 餐饮补贴 绩效奖金 年终奖金 定期体检 周末双休 弹性工作',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131822515',\n",
       "   'coid': '3032199',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131822515.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '.net开发工程师',\n",
       "   'job_title': '.net开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3032199.html',\n",
       "   'company_name': '广州御芙兰雅生物科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '美容\\\\/保健',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131144453',\n",
       "   'coid': '6486343',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/131144453.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '001 .NET软件开发工程师',\n",
       "   'job_title': '001 .NET软件开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBWVcPFM4UmpRNwZhVDI.html',\n",
       "   'company_name': '东莞均维信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
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       "  {'type': 'engine_search_result',\n",
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       "   'job_name': 'PHP后端开发工程师',\n",
       "   'job_title': 'PHP后端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVjYCYgVvAT5SMQdtAGI.html',\n",
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       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '3-4年经验', '本科', '招2人'],\n",
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       "   'job_name': '程序工程师',\n",
       "   'job_title': '程序工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coCGgHZ1Y9BDMPaw1tUzU.html',\n",
       "   'company_name': '广东柯帝智能工程有限公司',\n",
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       "   'attribute_text': ['东莞', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '',\n",
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       "  {'type': 'engine_search_result',\n",
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       "   'company_name': '广东极速网络科技有限公司',\n",
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       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131066733',\n",
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       "   'job_name': '02 全栈开发工程师',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBWVVNVU-UWgDbw1tUz4.html',\n",
       "   'company_name': '创龙智慧科技（东莞）有限公司',\n",
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       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
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       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130036303',\n",
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       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130036303.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Linux驱动工程师',\n",
       "   'job_title': 'Linux驱动工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5338964.html',\n",
       "   'company_name': '广州翔声智能科技有限公司',\n",
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       "   'workarea_text': '广州',\n",
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       "   'companytype_text': '民营公司',\n",
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       "   'issuedate': '2021-05-23 04:00:47',\n",
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       "   'jobwelf_list': ['专业培训',\n",
       "    '五险',\n",
       "    '意外险',\n",
       "    '工作环境优美',\n",
       "    '大小周',\n",
       "    '包食宿',\n",
       "    '免费班车',\n",
       "    '生日福利',\n",
       "    '法定节假日',\n",
       "    '全勤工龄'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'job_name': 'Java开发工程师（偏大数据方向）',\n",
       "   'job_title': 'Java开发工程师（偏大数据方向）',\n",
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       "   'company_name': '广州九尾信息科技有限公司',\n",
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       "   'jobwelf': '五险一金 股票期权 年终奖金 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '股票期权', '年终奖金', '带薪年假'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招1人'],\n",
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       "  {'type': 'engine_search_result',\n",
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       "   'ad_track': '',\n",
       "   'jobid': '128737074',\n",
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       "   'job_name': '软件工程师',\n",
       "   'job_title': '软件工程师',\n",
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       "   'company_name': '广州市君盘实业股份有限公司',\n",
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       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
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       "   'attribute_text': ['广州-花都区', '3-4年经验', '大专', '招2人'],\n",
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       "  {'type': 'engine_search_result',\n",
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       "   'jobid': '127706214',\n",
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       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/127706214.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Python开发工程师',\n",
       "   'job_title': 'Python开发工程师',\n",
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       "   'company_name': '爱丽思生活用品（广州）有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
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       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
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       "   'jobwelf': '周末双休 带薪年假 住房补贴 加班补贴 五险一金 绩效奖金 高温补贴 节日福利 免费班车',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '住房补贴',\n",
       "    '加班补贴',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '高温补贴',\n",
       "    '节日福利',\n",
       "    '免费班车'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125562711',\n",
       "   'coid': '5074413',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/125562711.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级爬虫工程师',\n",
       "   'job_title': '高级爬虫工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5074413.html',\n",
       "   'company_name': '广州茉莉传媒科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
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       "   'jobwelf': '绩效奖金 晋升 弹性工作 带薪年假',\n",
       "   'jobwelf_list': ['绩效奖金', '晋升', '弹性工作', '带薪年假'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '广告',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '116684238',\n",
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       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/116684238.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '电子软件工程师',\n",
       "   'job_title': '电子软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4410345.html',\n",
       "   'company_name': '广东点球电子科技有限公司',\n",
       "   'providesalary_text': '0.7-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
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       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 包吃 全勤奖 住房补贴 年终奖金',\n",
       "   'jobwelf_list': ['带薪年假', '包吃', '全勤奖', '住房补贴', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '63085379',\n",
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       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/63085379.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java高级开发工程师',\n",
       "   'job_title': 'Java高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1991286.html',\n",
       "   'company_name': '广州诗尼曼家居股份有限公司',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
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       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132107240',\n",
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       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132107240.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能信息事业群UC事业部-活动平台高级工程师-广州',\n",
       "   'job_title': '智能信息事业群UC事业部-活动平台高级工程师-广州',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1991749.html',\n",
       "   'company_name': '阿里巴巴集团',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 07:02:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131644504',\n",
       "   'coid': '306811',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131644504.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co306811.html',\n",
       "   'company_name': '固安捷（中国）工业品销售有限责任公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131123510',\n",
       "   'coid': '3691116',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/131123510.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3691116.html',\n",
       "   'company_name': '昭阳健康（广州）科技有限公司',\n",
       "   'providesalary_text': '1.1-1.5万\\\\/月',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 16:03:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 绩效奖金 带薪年假 弹性工作 年终奖金 13薪',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '绩效奖金', '带薪年假', '弹性工作', '年终奖金', '13薪'],\n",
       "   'attribute_text': ['广州-荔湾区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126571570',\n",
       "   'coid': '5190710',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/126571570.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java中级开发工程师',\n",
       "   'job_title': 'Java中级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5190710.html',\n",
       "   'company_name': '广州源为信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 13:59:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 专业培训 年终奖金 绩效奖金 项目奖',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '专业培训', '年终奖金', '绩效奖金', '项目奖'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招4人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132107842',\n",
       "   'coid': '5348503',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132107842.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '急招.net开发工程师',\n",
       "   'job_title': '急招.net开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5348503.html',\n",
       "   'company_name': '中网云智（深圳）科技有限公司',\n",
       "   'providesalary_text': '1.3-3万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 12:48:32',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132103878',\n",
       "   'coid': '5752602',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132103878.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'java开发（小程序经验）',\n",
       "   'job_title': 'java开发（小程序经验）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5752602.html',\n",
       "   'company_name': '蓝熙集团',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 11:29:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 节日福利 专业培训 交通补贴 全勤奖',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '交通补贴',\n",
       "    '全勤奖'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132127530',\n",
       "   'coid': '5745824',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132127530.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '区块链工程师',\n",
       "   'job_title': '区块链工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5745824.html',\n",
       "   'company_name': '广州新赫铖宇信息科技有限公司',\n",
       "   'providesalary_text': '1.2-2.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:25:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 定期体检 专业培训 人性化福利 五险一金 年终奖金 绩效奖金 周末双休',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '定期体检',\n",
       "    '专业培训',\n",
       "    '人性化福利',\n",
       "    '五险一金',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130190894',\n",
       "   'coid': '5881318',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-dcq\\\\/130190894.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java后端工程师',\n",
       "   'job_title': 'Java后端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5881318.html',\n",
       "   'company_name': '广东靓彩产业孵化投资有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030803',\n",
       "   'workarea_text': '东莞-东城区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:09:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃包住 购买社保 员工旅游 通讯补贴 专业培训 绩效奖金 股票期权',\n",
       "   'jobwelf_list': ['包吃包住', '购买社保', '员工旅游', '通讯补贴', '专业培训', '绩效奖金', '股票期权'],\n",
       "   'attribute_text': ['东莞-东城区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '多元化业务集团公司',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120637546',\n",
       "   'coid': '5466542',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/120637546.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java高级开发工程师',\n",
       "   'job_title': 'Java高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5466542.html',\n",
       "   'company_name': '广州博卓信息技术有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:07:17',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131022903',\n",
       "   'coid': '5610716',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131022903.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '软件工程师',\n",
       "   'job_title': '软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5610716.html',\n",
       "   'company_name': '广州印芯半导体技术有限公司',\n",
       "   'providesalary_text': '0.6-1.2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:06:51',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 弹性工作 五险一金 带薪年假 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '弹性工作', '五险一金', '带薪年假', '节日福利'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131168092',\n",
       "   'coid': '2398040',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131168092.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'C++软件工程师',\n",
       "   'job_title': 'C++软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2398040.html',\n",
       "   'company_name': '广州市润杰医疗器械有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:02:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 专业培训 员工旅游 年终奖金 节日福利 周末双休',\n",
       "   'jobwelf_list': ['五险', '专业培训', '员工旅游', '年终奖金', '节日福利', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132129122',\n",
       "   'coid': '3133436',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132129122.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3133436.html',\n",
       "   'company_name': '深圳市德科信息技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 六险一金 周末双休 食堂 车联网 大平台 办公环境好',\n",
       "   'jobwelf_list': ['年终奖金', '六险一金', '周末双休', '食堂', '车联网', '大平台', '办公环境好'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招5人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132129085',\n",
       "   'coid': '2794547',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/jinhua-lxs\\\\/132129085.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师（惠州）',\n",
       "   'job_title': 'Java开发工程师（惠州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2794547.html',\n",
       "   'company_name': '惠州锂威新能源科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '080603',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '专业培训', '绩效奖金', '年终奖金', '通讯补贴'],\n",
       "   'attribute_text': ['异地招聘', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '新能源',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132125640',\n",
       "   'coid': '2735536',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132125640.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端UI工程师',\n",
       "   'job_title': '前端UI工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2735536.html',\n",
       "   'company_name': '广州市环京电子科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '股票期权 专业培训 员工旅游 通讯补贴 交通补贴 年终奖金 项目提成 绩效奖金 六险 大小周',\n",
       "   'jobwelf_list': ['股票期权',\n",
       "    '专业培训',\n",
       "    '员工旅游',\n",
       "    '通讯补贴',\n",
       "    '交通补贴',\n",
       "    '年终奖金',\n",
       "    '项目提成',\n",
       "    '绩效奖金',\n",
       "    '六险',\n",
       "    '大小周'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132123397',\n",
       "   'coid': '6437431',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-cpz\\\\/132123397.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '初级工程师',\n",
       "   'job_title': '初级工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coAGABYVY2UmsCYwJiVTE.html',\n",
       "   'company_name': '广东蛋蛋网智慧科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030814',\n",
       "   'workarea_text': '东莞-常平镇',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞-常平镇', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132120264',\n",
       "   'coid': '5196605',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132120264.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '亿迅中高级Java开发',\n",
       "   'job_title': '亿迅中高级Java开发',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5196605.html',\n",
       "   'company_name': '广东邮电人才服务有限公司广州分公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '专业培训'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招8人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132118174',\n",
       "   'coid': '4078879',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou\\\\/132118174.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'QT开发工程师',\n",
       "   'job_title': 'QT开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4078879.html',\n",
       "   'company_name': '广州讯一佳信息科技有限公司',\n",
       "   'providesalary_text': '0.9-1.5万\\\\/月',\n",
       "   'workarea': '080200',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 专业培训 定期体检 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充公积金', '专业培训', '定期体检', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['异地招聘', '3-4年经验', '大专', '招5人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132116670',\n",
       "   'coid': '5762636',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132116670.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'GO\\\\/C++后端开发工程师',\n",
       "   'job_title': 'GO\\\\/C++后端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5762636.html',\n",
       "   'company_name': '广州恒丰商贸有限公司',\n",
       "   'providesalary_text': '3-6万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 绩效奖金 弹性工作 五险 管理规范 晋升标准明确 五险一金 出国机会 补充医疗保险 年终奖金',\n",
       "   'jobwelf_list': ['专业培训',\n",
       "    '绩效奖金',\n",
       "    '弹性工作',\n",
       "    '五险',\n",
       "    '管理规范',\n",
       "    '晋升标准明确',\n",
       "    '五险一金',\n",
       "    '出国机会',\n",
       "    '补充医疗保险',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132115350',\n",
       "   'coid': '6440039',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132115350.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'PHP高级开发工程师',\n",
       "   'job_title': 'PHP高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coUzNSMlYxBzkBZAFhXTE.html',\n",
       "   'company_name': '广州购能量智慧科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '节日福利'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '公关\\\\/市场推广\\\\/会展',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132112439',\n",
       "   'coid': '2591124',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132112439.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级开发工程师',\n",
       "   'job_title': '高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2591124.html',\n",
       "   'company_name': '广东博宏药业有限公司',\n",
       "   'providesalary_text': '1.1-1.8万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 员工旅游 专业培训 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '员工旅游', '专业培训', '周末双休'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '制药\\\\/生物工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132111758',\n",
       "   'coid': '2721022',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132111758.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java高级开发工程师',\n",
       "   'job_title': 'Java高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2721022.html',\n",
       "   'company_name': '广州航旅天空信息科技有限公司',\n",
       "   'providesalary_text': '1.2-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 定期体检 绩效奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '定期体检', '绩效奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132109318',\n",
       "   'coid': '6560047',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132109318.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java高级开发工程师',\n",
       "   'job_title': 'Java高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coB2cBYFQxBTsFYAdgXT8.html',\n",
       "   'company_name': '北京特微智能科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132103603',\n",
       "   'coid': '4663747',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132103603.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'OA开发工程师',\n",
       "   'job_title': 'OA开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4663747.html',\n",
       "   'company_name': '广东鼎龙实业集团有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 团建活动 绩效奖金 交通补贴',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '团建活动', '绩效奖金', '交通补贴'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '多元化业务集团公司',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132102421',\n",
       "   'coid': '104775',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-hm\\\\/132102421.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级OA工程师（JAVA）',\n",
       "   'job_title': '高级OA工程师（JAVA）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co104775.html',\n",
       "   'company_name': '虎彩印艺股份有限公司',\n",
       "   'providesalary_text': '0.8-1.6万\\\\/月',\n",
       "   'workarea': '030829',\n",
       "   'workarea_text': '东莞-虎门镇',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 定期体检 员工旅游 交通补贴 餐饮补贴 季度奖金 5天8小时 住宿补贴 专业培训',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '季度奖金',\n",
       "    '5天8小时',\n",
       "    '住宿补贴',\n",
       "    '专业培训'],\n",
       "   'attribute_text': ['东莞-虎门镇', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '印刷\\\\/包装\\\\/造纸',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '5696',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35196230\" onmousedown=\"return AdsClick(35196230)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/cs\\\\/35196230\\\\/index.htm\" title=\"伟仕佳杰控股有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35197\\\\/35196230\\\\/9936.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35245365\" onmousedown=\"return AdsClick(35245365)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35245365\\\\/index.htm\" title=\"招商银行股份有限公司信用卡中心\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35246\\\\/35245365\\\\/13.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"34620036\" onmousedown=\"return AdsClick(34620036)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/35\\\\/34621\\\\/34620036\\\\/index.htm\" title=\"Furla 孚丰商贸（上海）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/35\\\\/34621\\\\/34620036\\\\/100906.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"34594235\" onmousedown=\"return AdsClick(34594235)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/35\\\\/34595\\\\/34594235\\\\/index.htm\" title=\"英域成语言培训（上海）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/35\\\\/34595\\\\/34594235\\\\/092412.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img02.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '热门推荐',\n",
       "  'data_type': '2',\n",
       "  'keyword': '',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E5%2589%258D%25E7%25A8%258B%25E6%2597%25A0%25E5%25BF%25A7%2B-%25E4%25BB%25A3%25E6%258B%259B%25E8%2581%2598%2B-51Job%25E6%258B%259B%25E8%2581%2598%25E4%25BC%259A,1,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '前程无忧招聘',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '销售',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,java,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'java',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E4%25BA%25BA%25E4%25BA%258B,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '人事',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E4%25BC%259A%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '会计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,UI,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'UI',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E5%25B9%25B3%25E9%259D%25A2%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '平面设计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E8%25A1%258C%25E6%2594%25BF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '行政',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'web前端',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E6%2588%25BF%25E5%259C%25B0%25E4%25BA%25A7,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '房地产',\n",
       "    'click': ''}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030000',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '03',\n",
       "  'industrytype': '00',\n",
       "  'funtype': '0100',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '广东省+后端开发+3-5年',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '114',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广东省,后端开发招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广东省,后端开发招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "results = eval(__SEARCH_RESULT__ )\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>companytype_text</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132144036...</td>\n",
       "      <td>直播音视频SDK研发工程师</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>2.5-5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 16:00:18</td>\n",
       "      <td>[下午茶, 六险一金, 免费三餐, 弹性工作, 租房补贴]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招5人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-sdq\\/13214354...</td>\n",
       "      <td>MES工程师</td>\n",
       "      <td>佛山市驰力科技有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 15:00:26</td>\n",
       "      <td>[包住宿, 五险一金, 专业培训, 加班补贴, 绩效奖金]</td>\n",
       "      <td>[佛山-顺德区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/92048566.h...</td>\n",
       "      <td>后端高级开发工程师（.net core方向）</td>\n",
       "      <td>广东数夫软件有限公司</td>\n",
       "      <td>1.5-3万\\/月</td>\n",
       "      <td>合资</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 14:03:20</td>\n",
       "      <td>[五险一金, 员工旅游, 绩效奖金, 年终奖金, 定期体检, 节日福利, 带薪年假]</td>\n",
       "      <td>[东莞, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12997...</td>\n",
       "      <td>高级JAVA 软件工程师</td>\n",
       "      <td>广州仓实信息科技有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:09:56</td>\n",
       "      <td>[五险一金, 餐饮补贴, 专业培训, 年终奖金, 周末双休]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13147...</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>广州市敏创信息科技有限公司</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:08:44</td>\n",
       "      <td>[餐饮补贴, 年终奖, 员工旅游, 法定节假日, 公司旅游, 唱K看电影, 提供五险, 加班...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13152701...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>广东森旭通用设备科技有限公司</td>\n",
       "      <td>0.8-1.8万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:07:39</td>\n",
       "      <td>[五险一金, 员工旅游, 年终奖金, 项目奖金, 领导nice, 氛围融洽, 美味饭堂, 帅...</td>\n",
       "      <td>[佛山-禅城区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>电气\\/电力\\/水利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-hlz\\/129947...</td>\n",
       "      <td>产品工程师（RD）</td>\n",
       "      <td>东莞市显赫电子科技有限公司</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:06:47</td>\n",
       "      <td>[五险一金, 专业培训, 绩效奖金, 包吃, 全勤奖, 节日福利, 包住宿, 交通补贴, 年...</td>\n",
       "      <td>[东莞-横沥镇, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132134905...</td>\n",
       "      <td>WXG02-微信视频号后台开发工程师</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td></td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13213861...</td>\n",
       "      <td>Java开发 出差岗</td>\n",
       "      <td>神州数码信息服务股份有限公司</td>\n",
       "      <td>1.2-2.4万\\/月</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 07:06:04</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 餐饮补贴, 通讯补贴, 定期体检, 出差补贴]</td>\n",
       "      <td>[佛山-南海区, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11750...</td>\n",
       "      <td>.NET高级开发工程师</td>\n",
       "      <td>广州万友砼结构构件有限公司</td>\n",
       "      <td>0.8-1.8万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 14:59:23</td>\n",
       "      <td>[带薪年假, 节日福利, 专业培训, 大小周工作制, 包吃或餐补, 生日福利, 季度福利, ...</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/xian-ytq\\/132136783....</td>\n",
       "      <td>西安远程电话招聘C++</td>\n",
       "      <td>上海易宝软件有限公司深圳分公司</td>\n",
       "      <td>1.3-2.6万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 14:10:55</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 定期体检, 补充公积金, 交通补贴, 餐饮补贴, 补充...</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13198...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>中国联和健康产业集团有限公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:07:55</td>\n",
       "      <td>[餐饮补贴, 带薪年假, 高温补贴, 绩效奖金, 弹性工作, 专业培训, 节日福利, 社会保险]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11509...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>广州海货电子商务有限公司</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:05:31</td>\n",
       "      <td>[五险一金, 补充医疗保险, 员工旅游, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检, 周...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13182...</td>\n",
       "      <td>.net开发工程师</td>\n",
       "      <td>广州御芙兰雅生物科技有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>美容\\/保健</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131144453....</td>\n",
       "      <td>001 .NET软件开发工程师</td>\n",
       "      <td>东莞均维信息科技有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131107213....</td>\n",
       "      <td>PHP后端开发工程师</td>\n",
       "      <td>东莞市首赛科技有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131095250....</td>\n",
       "      <td>程序工程师</td>\n",
       "      <td>广东柯帝智能工程有限公司</td>\n",
       "      <td>4-8千\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 3-4年经验, 本科, 招3人]</td>\n",
       "      <td>仪器仪表\\/工业自动化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131073645....</td>\n",
       "      <td>004PHP开发工程师</td>\n",
       "      <td>广东极速网络科技有限公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131066733....</td>\n",
       "      <td>02 全栈开发工程师</td>\n",
       "      <td>创龙智慧科技（东莞）有限公司</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130036303...</td>\n",
       "      <td>Linux驱动工程师</td>\n",
       "      <td>广州翔声智能科技有限公司</td>\n",
       "      <td>2-3万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[专业培训, 五险, 意外险, 工作环境优美, 大小周, 包食宿, 免费班车, 生日福利, ...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12983...</td>\n",
       "      <td>Java开发工程师（偏大数据方向）</td>\n",
       "      <td>广州九尾信息科技有限公司</td>\n",
       "      <td>1.2-1.8万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 股票期权, 年终奖金, 带薪年假]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12873...</td>\n",
       "      <td>软件工程师</td>\n",
       "      <td>广州市君盘实业股份有限公司</td>\n",
       "      <td>0.6-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[绩效奖金, 包住宿, 包吃, 股票期权]</td>\n",
       "      <td>[广州-花都区, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>新能源</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127706214...</td>\n",
       "      <td>Python开发工程师</td>\n",
       "      <td>爱丽思生活用品（广州）有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[周末双休, 带薪年假, 住房补贴, 加班补贴, 五险一金, 绩效奖金, 高温补贴, 节日福...</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12556...</td>\n",
       "      <td>高级爬虫工程师</td>\n",
       "      <td>广州茉莉传媒科技有限公司</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[绩效奖金, 晋升, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 招若干人]</td>\n",
       "      <td>广告</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11668...</td>\n",
       "      <td>电子软件工程师</td>\n",
       "      <td>广东点球电子科技有限公司</td>\n",
       "      <td>0.7-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[带薪年假, 包吃, 全勤奖, 住房补贴, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招3人]</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/63085...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td>广州诗尼曼家居股份有限公司</td>\n",
       "      <td>1.2-1.8万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132107240...</td>\n",
       "      <td>智能信息事业群UC事业部-活动平台高级工程师-广州</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td></td>\n",
       "      <td>上市公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 07:02:28</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13164...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>固安捷（中国）工业品销售有限责任公司</td>\n",
       "      <td>1.1-2万\\/月</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13112...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>昭阳健康（广州）科技有限公司</td>\n",
       "      <td>1.1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 16:03:06</td>\n",
       "      <td>[五险一金, 定期体检, 绩效奖金, 带薪年假, 弹性工作, 年终奖金, 13薪]</td>\n",
       "      <td>[广州-荔湾区, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12657...</td>\n",
       "      <td>Java中级开发工程师</td>\n",
       "      <td>广州源为信息科技有限公司</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 13:59:00</td>\n",
       "      <td>[五险一金, 员工旅游, 专业培训, 年终奖金, 绩效奖金, 项目奖]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 大专, 招4人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13210...</td>\n",
       "      <td>急招.net开发工程师</td>\n",
       "      <td>中网云智（深圳）科技有限公司</td>\n",
       "      <td>1.3-3万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 12:48:32</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13210...</td>\n",
       "      <td>java开发（小程序经验）</td>\n",
       "      <td>蓝熙集团</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 11:29:02</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13212...</td>\n",
       "      <td>区块链工程师</td>\n",
       "      <td>广州新赫铖宇信息科技有限公司</td>\n",
       "      <td>1.2-2.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:25:18</td>\n",
       "      <td>[弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/130190...</td>\n",
       "      <td>Java后端工程师</td>\n",
       "      <td>广东靓彩产业孵化投资有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:09:03</td>\n",
       "      <td>[包吃包住, 购买社保, 员工旅游, 通讯补贴, 专业培训, 绩效奖金, 股票期权]</td>\n",
       "      <td>[东莞-东城区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>多元化业务集团公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12063...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td>广州博卓信息技术有限公司</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:07:17</td>\n",
       "      <td>[五险一金, 年终奖金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13102...</td>\n",
       "      <td>软件工程师</td>\n",
       "      <td>广州印芯半导体技术有限公司</td>\n",
       "      <td>0.6-1.2万\\/月</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:06:51</td>\n",
       "      <td>[周末双休, 弹性工作, 五险一金, 带薪年假, 节日福利]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13116...</td>\n",
       "      <td>C++软件工程师</td>\n",
       "      <td>广州市润杰医疗器械有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:02:33</td>\n",
       "      <td>[五险, 专业培训, 员工旅游, 年终奖金, 节日福利, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13212...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>深圳市德科信息技术有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>合资</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[年终奖金, 六险一金, 周末双休, 食堂, 车联网, 大平台, 办公环境好]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招5人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jinhua-lxs\\/13212908...</td>\n",
       "      <td>Java开发工程师（惠州）</td>\n",
       "      <td>惠州锂威新能源科技有限公司</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金, 通讯补贴]</td>\n",
       "      <td>[异地招聘, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>新能源</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>前端UI工程师</td>\n",
       "      <td>广州市环京电子科技有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[股票期权, 专业培训, 员工旅游, 通讯补贴, 交通补贴, 年终奖金, 项目提成, 绩效奖...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-cpz\\/132123...</td>\n",
       "      <td>初级工程师</td>\n",
       "      <td>广东蛋蛋网智慧科技有限公司</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞-常平镇, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13212...</td>\n",
       "      <td>亿迅中高级Java开发</td>\n",
       "      <td>广东邮电人才服务有限公司广州分公司</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>国企</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 专业培训]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招8人]</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/132118174....</td>\n",
       "      <td>QT开发工程师</td>\n",
       "      <td>广州讯一佳信息科技有限公司</td>\n",
       "      <td>0.9-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 补充公积金, 专业培训, 定期体检, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[异地招聘, 3-4年经验, 大专, 招5人]</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132116670...</td>\n",
       "      <td>GO\\/C++后端开发工程师</td>\n",
       "      <td>广州恒丰商贸有限公司</td>\n",
       "      <td>3-6万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[专业培训, 绩效奖金, 弹性工作, 五险, 管理规范, 晋升标准明确, 五险一金, 出国机...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132115350...</td>\n",
       "      <td>PHP高级开发工程师</td>\n",
       "      <td>广州购能量智慧科技有限公司</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 周末双休, 节日福利]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>公关\\/市场推广\\/会展</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13211...</td>\n",
       "      <td>高级开发工程师</td>\n",
       "      <td>广东博宏药业有限公司</td>\n",
       "      <td>1.1-1.8万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终奖金, 员工旅游, 专业培训, 周末双休]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>制药\\/生物工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13211...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td>广州航旅天空信息科技有限公司</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 餐饮补贴, 年终奖金, 定期体检, 绩效奖金, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13210...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td>北京特微智能科技有限公司</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13210...</td>\n",
       "      <td>OA开发工程师</td>\n",
       "      <td>广东鼎龙实业集团有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 专业培训, 团建活动, 绩效奖金, 交通补贴]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>多元化业务集团公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-hm\\/1321024...</td>\n",
       "      <td>高级OA工程师（JAVA）</td>\n",
       "      <td>虎彩印艺股份有限公司</td>\n",
       "      <td>0.8-1.6万\\/月</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>[五险一金, 年终奖金, 定期体检, 员工旅游, 交通补贴, 餐饮补贴, 季度奖金, 5天8...</td>\n",
       "      <td>[东莞-虎门镇, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>印刷\\/包装\\/造纸</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             job_href  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/guangzhou\\/132144036...   \n",
       "1   https:\\/\\/jobs.51job.com\\/foshan-sdq\\/13214354...   \n",
       "2   https:\\/\\/jobs.51job.com\\/dongguan\\/92048566.h...   \n",
       "3   https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12997...   \n",
       "4   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13147...   \n",
       "5   https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13152701...   \n",
       "6   https:\\/\\/jobs.51job.com\\/dongguan-hlz\\/129947...   \n",
       "7   https:\\/\\/jobs.51job.com\\/guangzhou\\/132134905...   \n",
       "8   https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13213861...   \n",
       "9   https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11750...   \n",
       "10  https:\\/\\/jobs.51job.com\\/xian-ytq\\/132136783....   \n",
       "11  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13198...   \n",
       "12  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11509...   \n",
       "13  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13182...   \n",
       "14  https:\\/\\/jobs.51job.com\\/dongguan\\/131144453....   \n",
       "15  https:\\/\\/jobs.51job.com\\/dongguan\\/131107213....   \n",
       "16  https:\\/\\/jobs.51job.com\\/dongguan\\/131095250....   \n",
       "17  https:\\/\\/jobs.51job.com\\/dongguan\\/131073645....   \n",
       "18  https:\\/\\/jobs.51job.com\\/dongguan\\/131066733....   \n",
       "19  https:\\/\\/jobs.51job.com\\/guangzhou\\/130036303...   \n",
       "20  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12983...   \n",
       "21  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12873...   \n",
       "22  https:\\/\\/jobs.51job.com\\/guangzhou\\/127706214...   \n",
       "23  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12556...   \n",
       "24  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11668...   \n",
       "25  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/63085...   \n",
       "26  https:\\/\\/jobs.51job.com\\/guangzhou\\/132107240...   \n",
       "27  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13164...   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13112...   \n",
       "29  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12657...   \n",
       "30  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13210...   \n",
       "31  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13210...   \n",
       "32  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13212...   \n",
       "33  https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/130190...   \n",
       "34  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12063...   \n",
       "35  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13102...   \n",
       "36  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13116...   \n",
       "37  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13212...   \n",
       "38  https:\\/\\/jobs.51job.com\\/jinhua-lxs\\/13212908...   \n",
       "39  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "40  https:\\/\\/jobs.51job.com\\/dongguan-cpz\\/132123...   \n",
       "41  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13212...   \n",
       "42  https:\\/\\/jobs.51job.com\\/hangzhou\\/132118174....   \n",
       "43  https:\\/\\/jobs.51job.com\\/guangzhou\\/132116670...   \n",
       "44  https:\\/\\/jobs.51job.com\\/guangzhou\\/132115350...   \n",
       "45  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13211...   \n",
       "46  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13211...   \n",
       "47  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13210...   \n",
       "48  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13210...   \n",
       "49  https:\\/\\/jobs.51job.com\\/dongguan-hm\\/1321024...   \n",
       "\n",
       "                     job_name        company_name providesalary_text  \\\n",
       "0               直播音视频SDK研发工程师                字节跳动          2.5-5万\\/月   \n",
       "1                      MES工程师         佛山市驰力科技有限公司          1-1.5万\\/月   \n",
       "2      后端高级开发工程师（.net core方向）          广东数夫软件有限公司          1.5-3万\\/月   \n",
       "3                高级JAVA 软件工程师        广州仓实信息科技有限公司          1-1.5万\\/月   \n",
       "4                        项目经理       广州市敏创信息科技有限公司          1.2-2万\\/月   \n",
       "5                   Java开发工程师      广东森旭通用设备科技有限公司        0.8-1.8万\\/月   \n",
       "6                   产品工程师（RD）       东莞市显赫电子科技有限公司        0.8-1.2万\\/月   \n",
       "7          WXG02-微信视频号后台开发工程师      深圳市腾讯计算机系统有限公司                      \n",
       "8                  Java开发 出差岗      神州数码信息服务股份有限公司        1.2-2.4万\\/月   \n",
       "9                 .NET高级开发工程师       广州万友砼结构构件有限公司        0.8-1.8万\\/月   \n",
       "10                西安远程电话招聘C++     上海易宝软件有限公司深圳分公司        1.3-2.6万\\/月   \n",
       "11                  Java开发工程师      中国联和健康产业集团有限公司          0.7-1万\\/月   \n",
       "12                  Java开发工程师        广州海货电子商务有限公司          1.5-2万\\/月   \n",
       "13                  .net开发工程师      广州御芙兰雅生物科技有限公司          1-1.5万\\/月   \n",
       "14            001 .NET软件开发工程师        东莞均维信息科技有限公司          1-1.5万\\/月   \n",
       "15                 PHP后端开发工程师         东莞市首赛科技有限公司          1-1.5万\\/月   \n",
       "16                      程序工程师        广东柯帝智能工程有限公司            4-8千\\/月   \n",
       "17                004PHP开发工程师        广东极速网络科技有限公司          0.7-1万\\/月   \n",
       "18                 02 全栈开发工程师      创龙智慧科技（东莞）有限公司        0.8-1.5万\\/月   \n",
       "19                 Linux驱动工程师        广州翔声智能科技有限公司            2-3万\\/月   \n",
       "20          Java开发工程师（偏大数据方向）        广州九尾信息科技有限公司        1.2-1.8万\\/月   \n",
       "21                      软件工程师       广州市君盘实业股份有限公司        0.6-1.5万\\/月   \n",
       "22                Python开发工程师     爱丽思生活用品（广州）有限公司          1-1.5万\\/月   \n",
       "23                    高级爬虫工程师        广州茉莉传媒科技有限公司        0.8-1.2万\\/月   \n",
       "24                    电子软件工程师        广东点球电子科技有限公司        0.7-1.5万\\/月   \n",
       "25                Java高级开发工程师       广州诗尼曼家居股份有限公司        1.2-1.8万\\/月   \n",
       "26  智能信息事业群UC事业部-活动平台高级工程师-广州              阿里巴巴集团                      \n",
       "27                  Java开发工程师  固安捷（中国）工业品销售有限责任公司          1.1-2万\\/月   \n",
       "28                  Java开发工程师      昭阳健康（广州）科技有限公司        1.1-1.5万\\/月   \n",
       "29                Java中级开发工程师        广州源为信息科技有限公司        0.8-1.2万\\/月   \n",
       "30                急招.net开发工程师      中网云智（深圳）科技有限公司          1.3-3万\\/月   \n",
       "31              java开发（小程序经验）                蓝熙集团          20-30万\\/年   \n",
       "32                     区块链工程师      广州新赫铖宇信息科技有限公司        1.2-2.5万\\/月   \n",
       "33                  Java后端工程师      广东靓彩产业孵化投资有限公司          1-1.5万\\/月   \n",
       "34                Java高级开发工程师        广州博卓信息技术有限公司          0.8-1万\\/月   \n",
       "35                      软件工程师       广州印芯半导体技术有限公司        0.6-1.2万\\/月   \n",
       "36                   C++软件工程师       广州市润杰医疗器械有限公司          1-1.5万\\/月   \n",
       "37                  Java开发工程师       深圳市德科信息技术有限公司          1-1.5万\\/月   \n",
       "38              Java开发工程师（惠州）       惠州锂威新能源科技有限公司        0.8-1.2万\\/月   \n",
       "39                    前端UI工程师       广州市环京电子科技有限公司            6-8千\\/月   \n",
       "40                      初级工程师       广东蛋蛋网智慧科技有限公司          0.8-1万\\/月   \n",
       "41                亿迅中高级Java开发   广东邮电人才服务有限公司广州分公司          1.5-2万\\/月   \n",
       "42                    QT开发工程师       广州讯一佳信息科技有限公司        0.9-1.5万\\/月   \n",
       "43             GO\\/C++后端开发工程师          广州恒丰商贸有限公司            3-6万\\/月   \n",
       "44                 PHP高级开发工程师       广州购能量智慧科技有限公司          1.5-2万\\/月   \n",
       "45                    高级开发工程师          广东博宏药业有限公司        1.1-1.8万\\/月   \n",
       "46                Java高级开发工程师      广州航旅天空信息科技有限公司        1.2-1.5万\\/月   \n",
       "47                Java高级开发工程师        北京特微智能科技有限公司        1.5-2.5万\\/月   \n",
       "48                    OA开发工程师        广东鼎龙实业集团有限公司          1-1.5万\\/月   \n",
       "49              高级OA工程师（JAVA）          虎彩印艺股份有限公司        0.8-1.6万\\/月   \n",
       "\n",
       "   companytype_text workyear            issuedate  \\\n",
       "0              民营公司        5  2021-05-23 16:00:18   \n",
       "1              民营公司        5  2021-05-23 15:00:26   \n",
       "2                合资        5  2021-05-23 14:03:20   \n",
       "3              民营公司        5  2021-05-23 09:09:56   \n",
       "4              民营公司        5  2021-05-23 09:08:44   \n",
       "5              民营公司        5  2021-05-23 09:07:39   \n",
       "6              民营公司        5  2021-05-23 09:06:47   \n",
       "7              民营公司        5  2021-05-23 04:00:47   \n",
       "8              上市公司        5  2021-05-23 07:06:04   \n",
       "9              民营公司        5  2021-05-23 14:59:23   \n",
       "10             民营公司        5  2021-05-23 14:10:55   \n",
       "11             民营公司        5  2021-05-23 09:07:55   \n",
       "12             民营公司        5  2021-05-23 09:05:31   \n",
       "13             民营公司        5  2021-05-23 04:00:47   \n",
       "14             民营公司        5  2021-05-23 04:00:47   \n",
       "15             民营公司        5  2021-05-23 04:00:47   \n",
       "16             民营公司        5  2021-05-23 04:00:47   \n",
       "17             民营公司        5  2021-05-23 04:00:47   \n",
       "18             民营公司        5  2021-05-23 04:00:47   \n",
       "19             民营公司        5  2021-05-23 04:00:47   \n",
       "20             民营公司        5  2021-05-23 04:00:47   \n",
       "21             民营公司        5  2021-05-23 04:00:47   \n",
       "22          外资（非欧美）        5  2021-05-23 04:00:47   \n",
       "23             民营公司        5  2021-05-23 04:00:47   \n",
       "24             民营公司        5  2021-05-23 04:00:47   \n",
       "25             民营公司        5  2021-05-23 04:00:47   \n",
       "26             上市公司        5  2021-05-23 07:02:28   \n",
       "27           外资（欧美）        5  2021-05-23 04:00:47   \n",
       "28             民营公司        5  2021-05-23 16:03:06   \n",
       "29             民营公司        5  2021-05-23 13:59:00   \n",
       "30             民营公司        5  2021-05-23 12:48:32   \n",
       "31             民营公司        5  2021-05-23 11:29:02   \n",
       "32             民营公司        5  2021-05-23 09:25:18   \n",
       "33             民营公司        5  2021-05-23 09:09:03   \n",
       "34             民营公司        5  2021-05-23 09:07:17   \n",
       "35          外资（非欧美）        5  2021-05-23 09:06:51   \n",
       "36             民营公司        5  2021-05-23 09:02:33   \n",
       "37               合资        5  2021-05-23 04:00:47   \n",
       "38             上市公司        5  2021-05-23 04:00:47   \n",
       "39             民营公司        5  2021-05-23 04:00:47   \n",
       "40             民营公司        5  2021-05-23 04:00:47   \n",
       "41               国企        5  2021-05-23 04:00:47   \n",
       "42             民营公司        5  2021-05-23 04:00:47   \n",
       "43             民营公司        5  2021-05-23 04:00:47   \n",
       "44             民营公司        5  2021-05-23 04:00:47   \n",
       "45             民营公司        5  2021-05-23 04:00:47   \n",
       "46             民营公司        5  2021-05-23 04:00:47   \n",
       "47             民营公司        5  2021-05-23 04:00:47   \n",
       "48             民营公司        5  2021-05-23 04:00:47   \n",
       "49             民营公司        5  2021-05-23 04:00:47   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0                       [下午茶, 六险一金, 免费三餐, 弹性工作, 租房补贴]   \n",
       "1                       [包住宿, 五险一金, 专业培训, 加班补贴, 绩效奖金]   \n",
       "2          [五险一金, 员工旅游, 绩效奖金, 年终奖金, 定期体检, 节日福利, 带薪年假]   \n",
       "3                      [五险一金, 餐饮补贴, 专业培训, 年终奖金, 周末双休]   \n",
       "4   [餐饮补贴, 年终奖, 员工旅游, 法定节假日, 公司旅游, 唱K看电影, 提供五险, 加班...   \n",
       "5   [五险一金, 员工旅游, 年终奖金, 项目奖金, 领导nice, 氛围融洽, 美味饭堂, 帅...   \n",
       "6   [五险一金, 专业培训, 绩效奖金, 包吃, 全勤奖, 节日福利, 包住宿, 交通补贴, 年...   \n",
       "7                                                  []   \n",
       "8       [五险一金, 补充医疗保险, 补充公积金, 餐饮补贴, 通讯补贴, 定期体检, 出差补贴]   \n",
       "9   [带薪年假, 节日福利, 专业培训, 大小周工作制, 包吃或餐补, 生日福利, 季度福利, ...   \n",
       "10  [五险一金, 免费班车, 绩效奖金, 定期体检, 补充公积金, 交通补贴, 餐饮补贴, 补充...   \n",
       "11   [餐饮补贴, 带薪年假, 高温补贴, 绩效奖金, 弹性工作, 专业培训, 节日福利, 社会保险]   \n",
       "12  [五险一金, 补充医疗保险, 员工旅游, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检, 周...   \n",
       "13                                                 []   \n",
       "14                                                 []   \n",
       "15                                                 []   \n",
       "16                                                 []   \n",
       "17                                                 []   \n",
       "18                                                 []   \n",
       "19  [专业培训, 五险, 意外险, 工作环境优美, 大小周, 包食宿, 免费班车, 生日福利, ...   \n",
       "20                           [五险一金, 股票期权, 年终奖金, 带薪年假]   \n",
       "21                              [绩效奖金, 包住宿, 包吃, 股票期权]   \n",
       "22  [周末双休, 带薪年假, 住房补贴, 加班补贴, 五险一金, 绩效奖金, 高温补贴, 节日福...   \n",
       "23                             [绩效奖金, 晋升, 弹性工作, 带薪年假]   \n",
       "24                        [带薪年假, 包吃, 全勤奖, 住房补贴, 年终奖金]   \n",
       "25                                                 []   \n",
       "26                                                 []   \n",
       "27                         [五险一金, 补充医疗保险, 年终奖金, 定期体检]   \n",
       "28          [五险一金, 定期体检, 绩效奖金, 带薪年假, 弹性工作, 年终奖金, 13薪]   \n",
       "29                [五险一金, 员工旅游, 专业培训, 年终奖金, 绩效奖金, 项目奖]   \n",
       "30                                                 []   \n",
       "31    [弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]   \n",
       "32  [弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金, 周末双休]   \n",
       "33         [包吃包住, 购买社保, 员工旅游, 通讯补贴, 专业培训, 绩效奖金, 股票期权]   \n",
       "34                                       [五险一金, 年终奖金]   \n",
       "35                     [周末双休, 弹性工作, 五险一金, 带薪年假, 节日福利]   \n",
       "36                 [五险, 专业培训, 员工旅游, 年终奖金, 节日福利, 周末双休]   \n",
       "37            [年终奖金, 六险一金, 周末双休, 食堂, 车联网, 大平台, 办公环境好]   \n",
       "38         [五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金, 通讯补贴]   \n",
       "39  [股票期权, 专业培训, 员工旅游, 通讯补贴, 交通补贴, 年终奖金, 项目提成, 绩效奖...   \n",
       "40                                                 []   \n",
       "41                                       [五险一金, 专业培训]   \n",
       "42              [五险一金, 补充公积金, 专业培训, 定期体检, 绩效奖金, 年终奖金]   \n",
       "43  [专业培训, 绩效奖金, 弹性工作, 五险, 管理规范, 晋升标准明确, 五险一金, 出国机...   \n",
       "44                                 [五险一金, 周末双休, 节日福利]   \n",
       "45               [五险一金, 绩效奖金, 年终奖金, 员工旅游, 专业培训, 周末双休]   \n",
       "46               [五险一金, 餐饮补贴, 年终奖金, 定期体检, 绩效奖金, 周末双休]   \n",
       "47                                                 []   \n",
       "48                     [五险一金, 专业培训, 团建活动, 绩效奖金, 交通补贴]   \n",
       "49  [五险一金, 年终奖金, 定期体检, 员工旅游, 交通补贴, 餐饮补贴, 季度奖金, 5天8...   \n",
       "\n",
       "                attribute_text    companyind_text  \n",
       "0        [广州, 3-4年经验, 本科, 招5人]          互联网\\/电子商务  \n",
       "1    [佛山-顺德区, 3-4年经验, 大专, 招1人]         机械\\/设备\\/重工  \n",
       "2        [东莞, 3-4年经验, 大专, 招3人]              计算机软件  \n",
       "3    [广州-越秀区, 3-4年经验, 大专, 招2人]              计算机软件  \n",
       "4   [广州-天河区, 3-4年经验, 本科, 招若干人]              计算机软件  \n",
       "5    [佛山-禅城区, 3-4年经验, 本科, 招2人]         电气\\/电力\\/水利  \n",
       "6    [东莞-横沥镇, 3-4年经验, 大专, 招1人]    电子技术\\/半导体\\/集成电路  \n",
       "7        [广州, 3-4年经验, 本科, 招1人]          互联网\\/电子商务  \n",
       "8    [佛山-南海区, 3-4年经验, 大专, 招3人]  计算机服务(系统、数据服务、维修)  \n",
       "9    [广州-番禺区, 3-4年经验, 大专, 招1人]         建筑\\/建材\\/工程  \n",
       "10    [异地招聘, 3-4年经验, 本科, 招若干人]              计算机软件  \n",
       "11   [广州-天河区, 3-4年经验, 大专, 招1人]         建筑\\/建材\\/工程  \n",
       "12   [广州-天河区, 3-4年经验, 大专, 招1人]          互联网\\/电子商务  \n",
       "13   [广州-天河区, 3-4年经验, 大专, 招1人]             美容\\/保健  \n",
       "14       [东莞, 3-4年经验, 大专, 招2人]              计算机软件  \n",
       "15       [东莞, 3-4年经验, 本科, 招2人]              计算机软件  \n",
       "16       [东莞, 3-4年经验, 本科, 招3人]        仪器仪表\\/工业自动化  \n",
       "17       [东莞, 3-4年经验, 大专, 招2人]          互联网\\/电子商务  \n",
       "18       [东莞, 3-4年经验, 本科, 招1人]              计算机软件  \n",
       "19      [广州, 3-4年经验, 本科, 招若干人]    电子技术\\/半导体\\/集成电路  \n",
       "20   [广州-番禺区, 3-4年经验, 大专, 招1人]          互联网\\/电子商务  \n",
       "21   [广州-花都区, 3-4年经验, 大专, 招2人]                新能源  \n",
       "22      [广州, 3-4年经验, 大专, 招若干人]     家具\\/家电\\/玩具\\/礼品  \n",
       "23      [广州-越秀区, 3-4年经验, 招若干人]                 广告  \n",
       "24   [广州-番禺区, 3-4年经验, 本科, 招3人]    电子技术\\/半导体\\/集成电路  \n",
       "25   [广州-番禺区, 3-4年经验, 本科, 招2人]     家具\\/家电\\/玩具\\/礼品  \n",
       "26      [广州, 3-4年经验, 本科, 招若干人]          互联网\\/电子商务  \n",
       "27  [广州-黄埔区, 3-4年经验, 本科, 招若干人]             批发\\/零售  \n",
       "28   [广州-荔湾区, 3-4年经验, 大专, 招3人]          互联网\\/电子商务  \n",
       "29   [广州-黄埔区, 3-4年经验, 大专, 招4人]              计算机软件  \n",
       "30   [广州-海珠区, 3-4年经验, 大专, 招3人]              计算机软件  \n",
       "31  [广州-天河区, 3-4年经验, 本科, 招若干人]    电子技术\\/半导体\\/集成电路  \n",
       "32  [广州-黄埔区, 3-4年经验, 本科, 招若干人]  计算机服务(系统、数据服务、维修)  \n",
       "33   [东莞-东城区, 3-4年经验, 本科, 招2人]          多元化业务集团公司  \n",
       "34   [广州-天河区, 3-4年经验, 大专, 招3人]              计算机软件  \n",
       "35   [广州-黄埔区, 3-4年经验, 本科, 招2人]    电子技术\\/半导体\\/集成电路  \n",
       "36   [广州-黄埔区, 3-4年经验, 本科, 招1人]           医疗设备\\/器械  \n",
       "37   [广州-海珠区, 3-4年经验, 大专, 招5人]              计算机软件  \n",
       "38    [异地招聘, 3-4年经验, 大专, 招若干人]                新能源  \n",
       "39   [广州-天河区, 3-4年经验, 大专, 招2人]  计算机服务(系统、数据服务、维修)  \n",
       "40   [东莞-常平镇, 3-4年经验, 大专, 招2人]              计算机软件  \n",
       "41   [广州-海珠区, 3-4年经验, 本科, 招8人]      通信\\/电信运营、增值服务  \n",
       "42     [异地招聘, 3-4年经验, 大专, 招5人]  计算机服务(系统、数据服务、维修)  \n",
       "43       [广州, 3-4年经验, 本科, 招2人]            贸易\\/进出口  \n",
       "44       [广州, 3-4年经验, 本科, 招1人]       公关\\/市场推广\\/会展  \n",
       "45   [广州-番禺区, 3-4年经验, 本科, 招1人]           制药\\/生物工程  \n",
       "46  [广州-黄埔区, 3-4年经验, 本科, 招若干人]              计算机软件  \n",
       "47   [广州-黄埔区, 3-4年经验, 本科, 招1人]              计算机软件  \n",
       "48   [广州-天河区, 3-4年经验, 本科, 招1人]          多元化业务集团公司  \n",
       "49   [东莞-虎门镇, 3-4年经验, 大专, 招1人]         印刷\\/包装\\/造纸  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = pd.DataFrame(results['engine_search_result'])[['job_href','job_name','company_name','providesalary_text','companytype_text','workyear','issuedate','jobwelf_list','attribute_text','companyind_text']]\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将完善好的内容存入excel\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_results.to_excel(writer, sheet_name='职能信息')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 翻页\n",
    "r = session.get( url )\n",
    "d= r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1]\n",
    "num=d.split(\"total_page\")[1].split(',')[0].split('\"')[2]\n",
    "int(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=url\n",
    "a=url.split(',')[8].split('.')[1]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b=url.split(',')[0:8]\n",
    "b=','.join(b)\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,1.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,2.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,3.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,4.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,5.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,6.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,7.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,8.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,9.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,10.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,11.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,12.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,13.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,14.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,15.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,16.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,17.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,18.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,19.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,20.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,21.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,22.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,23.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,24.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,25.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,26.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,27.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,28.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,29.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,30.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,31.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,32.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,33.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,34.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,35.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,36.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,37.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,38.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,39.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,40.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,41.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,42.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,43.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,44.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,45.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,46.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,47.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,48.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,49.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,50.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,51.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,52.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,53.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,54.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,55.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,56.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,57.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,58.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,59.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,60.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,61.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,62.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,63.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,64.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,65.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,66.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,67.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,68.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,69.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,70.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,71.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,72.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,73.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,74.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,75.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,76.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,77.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,78.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,79.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,80.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,81.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,82.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,83.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,84.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,85.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,86.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,87.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,88.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,89.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,90.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,91.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,92.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,93.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,94.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,95.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,96.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,97.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,98.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,99.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,100.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,101.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,102.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,103.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,104.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,105.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,106.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,107.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,108.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,109.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,110.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,111.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,112.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,113.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,0100,00,9,99,%2520,2,114.html?lang=c&postchannel=0000&workyear=03&cotype=99°reefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "翻页=[]\n",
    "for i in range(1,int(num)+1):\n",
    "    c=b+','+str(i)+'.'+a \n",
    "    翻页.append(c)\n",
    "display(翻页)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132144036...</td>\n",
       "      <td>直播音视频SDK研发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-sdq\\/13214354...</td>\n",
       "      <td>MES工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/92048566.h...</td>\n",
       "      <td>后端高级开发工程师（.net core方向）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12997...</td>\n",
       "      <td>高级JAVA 软件工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13147...</td>\n",
       "      <td>项目经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13152701...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-hlz\\/129947...</td>\n",
       "      <td>产品工程师（RD）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132134905...</td>\n",
       "      <td>WXG02-微信视频号后台开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13213861...</td>\n",
       "      <td>Java开发 出差岗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11750...</td>\n",
       "      <td>.NET高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/xian-ytq\\/132136783....</td>\n",
       "      <td>西安远程电话招聘C++</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13198...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11509...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13182...</td>\n",
       "      <td>.net开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131144453....</td>\n",
       "      <td>001 .NET软件开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131107213....</td>\n",
       "      <td>PHP后端开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131095250....</td>\n",
       "      <td>程序工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131073645....</td>\n",
       "      <td>004PHP开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131066733....</td>\n",
       "      <td>02 全栈开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130036303...</td>\n",
       "      <td>Linux驱动工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12983...</td>\n",
       "      <td>Java开发工程师（偏大数据方向）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12873...</td>\n",
       "      <td>软件工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127706214...</td>\n",
       "      <td>Python开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12556...</td>\n",
       "      <td>高级爬虫工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11668...</td>\n",
       "      <td>电子软件工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/63085...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132107240...</td>\n",
       "      <td>智能信息事业群UC事业部-活动平台高级工程师-广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13164...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13112...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12657...</td>\n",
       "      <td>Java中级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5666</th>\n",
       "      <td>16</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai-xzq\\/13162609...</td>\n",
       "      <td>.NET开发工程师朝九晚六+双休+人才补贴3w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5667</th>\n",
       "      <td>17</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/121986947.ht...</td>\n",
       "      <td>架构师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5668</th>\n",
       "      <td>18</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/119401139.ht...</td>\n",
       "      <td>算法工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5669</th>\n",
       "      <td>19</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/130168915...</td>\n",
       "      <td>软件工程师（电机控制方向）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670</th>\n",
       "      <td>20</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126943084...</td>\n",
       "      <td>IT全栈工程师-后端（双休）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671</th>\n",
       "      <td>21</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126853427...</td>\n",
       "      <td>IT全栈工程师（偏向后端）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5672</th>\n",
       "      <td>22</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126853281...</td>\n",
       "      <td>IT全栈工程师(双休)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5673</th>\n",
       "      <td>23</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126318216...</td>\n",
       "      <td>Web全栈工程师（双休）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5674</th>\n",
       "      <td>24</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12694...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5675</th>\n",
       "      <td>25</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676</th>\n",
       "      <td>26</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/maoming\\/121937631.h...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677</th>\n",
       "      <td>27</td>\n",
       "      <td>http:\\/\\/accenture.51job.com\\/jobdetail.html?j...</td>\n",
       "      <td>Technology--D365\\/CRM开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678</th>\n",
       "      <td>28</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131632485...</td>\n",
       "      <td>EY Mtel - JAVA高级开发工程师 - 广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679</th>\n",
       "      <td>29</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/108171635...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5680</th>\n",
       "      <td>30</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131107610....</td>\n",
       "      <td>底层软件开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5681</th>\n",
       "      <td>31</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen\\/130949991....</td>\n",
       "      <td>Python开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5682</th>\n",
       "      <td>32</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen\\/130949266....</td>\n",
       "      <td>Java开发工程师-Apple项目</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683</th>\n",
       "      <td>33</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12696...</td>\n",
       "      <td>GO研发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5684</th>\n",
       "      <td>34</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132042745...</td>\n",
       "      <td>软件工程师(编号131279)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5685</th>\n",
       "      <td>35</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/128612889.ht...</td>\n",
       "      <td>日企电子工程师（软件）(编号127506)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5686</th>\n",
       "      <td>36</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13054...</td>\n",
       "      <td>JAVA开发工程师（YW103)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5687</th>\n",
       "      <td>37</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13082...</td>\n",
       "      <td>亿迅C++开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5688</th>\n",
       "      <td>38</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11880...</td>\n",
       "      <td>自动化系统开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689</th>\n",
       "      <td>39</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12669...</td>\n",
       "      <td>Java课程产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690</th>\n",
       "      <td>40</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12669...</td>\n",
       "      <td>嵌入式课程产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691</th>\n",
       "      <td>41</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/128246925.ht...</td>\n",
       "      <td>高级系统应用工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692</th>\n",
       "      <td>42</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/123310661.ht...</td>\n",
       "      <td>前端工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693</th>\n",
       "      <td>43</td>\n",
       "      <td>http:\\/\\/accenture.51job.com\\/jobdetail.html?j...</td>\n",
       "      <td>Technology-Java\\/前端开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694</th>\n",
       "      <td>44</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12687...</td>\n",
       "      <td>渲染引擎研发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695</th>\n",
       "      <td>45</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125611973...</td>\n",
       "      <td>日企SE（主任或以上级别）(编号124479) 英语必须</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5696 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                                           job_href  \\\n",
       "0         0  https:\\/\\/jobs.51job.com\\/guangzhou\\/132144036...   \n",
       "1         1  https:\\/\\/jobs.51job.com\\/foshan-sdq\\/13214354...   \n",
       "2         2  https:\\/\\/jobs.51job.com\\/dongguan\\/92048566.h...   \n",
       "3         3  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12997...   \n",
       "4         4  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13147...   \n",
       "5         5  https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13152701...   \n",
       "6         6  https:\\/\\/jobs.51job.com\\/dongguan-hlz\\/129947...   \n",
       "7         7  https:\\/\\/jobs.51job.com\\/guangzhou\\/132134905...   \n",
       "8         8  https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13213861...   \n",
       "9         9  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11750...   \n",
       "10       10  https:\\/\\/jobs.51job.com\\/xian-ytq\\/132136783....   \n",
       "11       11  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13198...   \n",
       "12       12  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11509...   \n",
       "13       13  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13182...   \n",
       "14       14  https:\\/\\/jobs.51job.com\\/dongguan\\/131144453....   \n",
       "15       15  https:\\/\\/jobs.51job.com\\/dongguan\\/131107213....   \n",
       "16       16  https:\\/\\/jobs.51job.com\\/dongguan\\/131095250....   \n",
       "17       17  https:\\/\\/jobs.51job.com\\/dongguan\\/131073645....   \n",
       "18       18  https:\\/\\/jobs.51job.com\\/dongguan\\/131066733....   \n",
       "19       19  https:\\/\\/jobs.51job.com\\/guangzhou\\/130036303...   \n",
       "20       20  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12983...   \n",
       "21       21  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12873...   \n",
       "22       22  https:\\/\\/jobs.51job.com\\/guangzhou\\/127706214...   \n",
       "23       23  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12556...   \n",
       "24       24  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11668...   \n",
       "25       25  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/63085...   \n",
       "26       26  https:\\/\\/jobs.51job.com\\/guangzhou\\/132107240...   \n",
       "27       27  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13164...   \n",
       "28       28  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13112...   \n",
       "29       29  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12657...   \n",
       "...     ...                                                ...   \n",
       "5666     16  https:\\/\\/jobs.51job.com\\/zhuhai-xzq\\/13162609...   \n",
       "5667     17  https:\\/\\/jobs.51job.com\\/zhuhai\\/121986947.ht...   \n",
       "5668     18  https:\\/\\/jobs.51job.com\\/zhuhai\\/119401139.ht...   \n",
       "5669     19  https:\\/\\/jobs.51job.com\\/zhongshan\\/130168915...   \n",
       "5670     20  https:\\/\\/jobs.51job.com\\/guangzhou\\/126943084...   \n",
       "5671     21  https:\\/\\/jobs.51job.com\\/guangzhou\\/126853427...   \n",
       "5672     22  https:\\/\\/jobs.51job.com\\/guangzhou\\/126853281...   \n",
       "5673     23  https:\\/\\/jobs.51job.com\\/guangzhou\\/126318216...   \n",
       "5674     24  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12694...   \n",
       "5675     25  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...   \n",
       "5676     26  https:\\/\\/jobs.51job.com\\/maoming\\/121937631.h...   \n",
       "5677     27  http:\\/\\/accenture.51job.com\\/jobdetail.html?j...   \n",
       "5678     28  https:\\/\\/jobs.51job.com\\/guangzhou\\/131632485...   \n",
       "5679     29  https:\\/\\/jobs.51job.com\\/guangzhou\\/108171635...   \n",
       "5680     30  https:\\/\\/jobs.51job.com\\/dongguan\\/131107610....   \n",
       "5681     31  https:\\/\\/jobs.51job.com\\/shenzhen\\/130949991....   \n",
       "5682     32  https:\\/\\/jobs.51job.com\\/shenzhen\\/130949266....   \n",
       "5683     33  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12696...   \n",
       "5684     34  https:\\/\\/jobs.51job.com\\/guangzhou\\/132042745...   \n",
       "5685     35  https:\\/\\/jobs.51job.com\\/foshan\\/128612889.ht...   \n",
       "5686     36  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13054...   \n",
       "5687     37  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13082...   \n",
       "5688     38  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11880...   \n",
       "5689     39  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12669...   \n",
       "5690     40  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12669...   \n",
       "5691     41  https:\\/\\/jobs.51job.com\\/zhuhai\\/128246925.ht...   \n",
       "5692     42  https:\\/\\/jobs.51job.com\\/zhuhai\\/123310661.ht...   \n",
       "5693     43  http:\\/\\/accenture.51job.com\\/jobdetail.html?j...   \n",
       "5694     44  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12687...   \n",
       "5695     45  https:\\/\\/jobs.51job.com\\/guangzhou\\/125611973...   \n",
       "\n",
       "                          job_name  \n",
       "0                    直播音视频SDK研发工程师  \n",
       "1                           MES工程师  \n",
       "2           后端高级开发工程师（.net core方向）  \n",
       "3                     高级JAVA 软件工程师  \n",
       "4                             项目经理  \n",
       "5                        Java开发工程师  \n",
       "6                        产品工程师（RD）  \n",
       "7               WXG02-微信视频号后台开发工程师  \n",
       "8                       Java开发 出差岗  \n",
       "9                      .NET高级开发工程师  \n",
       "10                     西安远程电话招聘C++  \n",
       "11                       Java开发工程师  \n",
       "12                       Java开发工程师  \n",
       "13                       .net开发工程师  \n",
       "14                 001 .NET软件开发工程师  \n",
       "15                      PHP后端开发工程师  \n",
       "16                           程序工程师  \n",
       "17                     004PHP开发工程师  \n",
       "18                      02 全栈开发工程师  \n",
       "19                      Linux驱动工程师  \n",
       "20               Java开发工程师（偏大数据方向）  \n",
       "21                           软件工程师  \n",
       "22                     Python开发工程师  \n",
       "23                         高级爬虫工程师  \n",
       "24                         电子软件工程师  \n",
       "25                     Java高级开发工程师  \n",
       "26       智能信息事业群UC事业部-活动平台高级工程师-广州  \n",
       "27                       Java开发工程师  \n",
       "28                       Java开发工程师  \n",
       "29                     Java中级开发工程师  \n",
       "...                            ...  \n",
       "5666       .NET开发工程师朝九晚六+双休+人才补贴3w  \n",
       "5667                           架构师  \n",
       "5668                         算法工程师  \n",
       "5669                 软件工程师（电机控制方向）  \n",
       "5670                IT全栈工程师-后端（双休）  \n",
       "5671                 IT全栈工程师（偏向后端）  \n",
       "5672                   IT全栈工程师(双休)  \n",
       "5673                  Web全栈工程师（双休）  \n",
       "5674                   Java高级开发工程师  \n",
       "5675                     Java开发工程师  \n",
       "5676                   Java高级开发工程师  \n",
       "5677    Technology--D365\\/CRM开发工程师  \n",
       "5678    EY Mtel - JAVA高级开发工程师 - 广州  \n",
       "5679                   Java高级开发工程师  \n",
       "5680                     底层软件开发工程师  \n",
       "5681                   Python开发工程师  \n",
       "5682             Java开发工程师-Apple项目  \n",
       "5683                       GO研发工程师  \n",
       "5684               软件工程师(编号131279)  \n",
       "5685         日企电子工程师（软件）(编号127506)  \n",
       "5686              JAVA开发工程师（YW103)  \n",
       "5687                    亿迅C++开发工程师  \n",
       "5688                    自动化系统开发工程师  \n",
       "5689                    Java课程产品经理  \n",
       "5690                     嵌入式课程产品经理  \n",
       "5691                     高级系统应用工程师  \n",
       "5692                         前端工程师  \n",
       "5693      Technology-Java\\/前端开发工程师  \n",
       "5694                     渲染引擎研发工程师  \n",
       "5695  日企SE（主任或以上级别）(编号124479) 英语必须  \n",
       "\n",
       "[5696 rows x 3 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "翻页_url_list=[]\n",
    "for 翻页_url in 翻页:\n",
    "    r=session.get(翻页_url)\n",
    "    a= r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "    results = eval(a)\n",
    "    df_results = pd.DataFrame(results['engine_search_result'])[['job_href','job_name']]\n",
    "    翻页_url_list.append(df_results)\n",
    "    翻页_url_lists=pd.concat(翻页_url_list).reset_index()\n",
    "翻页_url_lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132144036.htm...</td>\n",
       "      <td>直播音视频SDK研发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>https://jobs.51job.com/foshan-sdq/132143547.ht...</td>\n",
       "      <td>MES工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>https://jobs.51job.com/dongguan/92048566.html?...</td>\n",
       "      <td>后端高级开发工程师（.net core方向）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/129975986...</td>\n",
       "      <td>高级JAVA 软件工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131474822...</td>\n",
       "      <td>项目经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>https://jobs.51job.com/foshan-ccq/131527011.ht...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>https://jobs.51job.com/dongguan-hlz/129947751....</td>\n",
       "      <td>产品工程师（RD）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132134905.htm...</td>\n",
       "      <td>WXG02-微信视频号后台开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>https://jobs.51job.com/foshan-nhq/132138613.ht...</td>\n",
       "      <td>Java开发 出差岗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/117503200...</td>\n",
       "      <td>.NET高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>https://jobs.51job.com/xian-ytq/132136783.html...</td>\n",
       "      <td>西安远程电话招聘C++</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131983640...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/115092165...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131822515...</td>\n",
       "      <td>.net开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131144453.html...</td>\n",
       "      <td>001 .NET软件开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131107213.html...</td>\n",
       "      <td>PHP后端开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131095250.html...</td>\n",
       "      <td>程序工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131073645.html...</td>\n",
       "      <td>004PHP开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131066733.html...</td>\n",
       "      <td>02 全栈开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/130036303.htm...</td>\n",
       "      <td>Linux驱动工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/129830302...</td>\n",
       "      <td>Java开发工程师（偏大数据方向）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hdq/128737074...</td>\n",
       "      <td>软件工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/127706214.htm...</td>\n",
       "      <td>Python开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/125562711...</td>\n",
       "      <td>高级爬虫工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/116684238...</td>\n",
       "      <td>电子软件工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/63085379....</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132107240.htm...</td>\n",
       "      <td>智能信息事业群UC事业部-活动平台高级工程师-广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131644504...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-lwq/131123510...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/126571570...</td>\n",
       "      <td>Java中级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5666</th>\n",
       "      <td>16</td>\n",
       "      <td>https://jobs.51job.com/zhuhai-xzq/131626091.ht...</td>\n",
       "      <td>.NET开发工程师朝九晚六+双休+人才补贴3w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5667</th>\n",
       "      <td>17</td>\n",
       "      <td>https://jobs.51job.com/zhuhai/121986947.html?s...</td>\n",
       "      <td>架构师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5668</th>\n",
       "      <td>18</td>\n",
       "      <td>https://jobs.51job.com/zhuhai/119401139.html?s...</td>\n",
       "      <td>算法工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5669</th>\n",
       "      <td>19</td>\n",
       "      <td>https://jobs.51job.com/zhongshan/130168915.htm...</td>\n",
       "      <td>软件工程师（电机控制方向）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670</th>\n",
       "      <td>20</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/126943084.htm...</td>\n",
       "      <td>IT全栈工程师-后端（双休）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671</th>\n",
       "      <td>21</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/126853427.htm...</td>\n",
       "      <td>IT全栈工程师（偏向后端）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5672</th>\n",
       "      <td>22</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/126853281.htm...</td>\n",
       "      <td>IT全栈工程师(双休)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5673</th>\n",
       "      <td>23</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/126318216.htm...</td>\n",
       "      <td>Web全栈工程师（双休）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5674</th>\n",
       "      <td>24</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/126940851...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5675</th>\n",
       "      <td>25</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131546609...</td>\n",
       "      <td>Java开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676</th>\n",
       "      <td>26</td>\n",
       "      <td>https://jobs.51job.com/maoming/121937631.html?...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677</th>\n",
       "      <td>27</td>\n",
       "      <td>http://accenture.51job.com/jobdetail.html?jobi...</td>\n",
       "      <td>Technology--D365\\/CRM开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678</th>\n",
       "      <td>28</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/131632485.htm...</td>\n",
       "      <td>EY Mtel - JAVA高级开发工程师 - 广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679</th>\n",
       "      <td>29</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/108171635.htm...</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5680</th>\n",
       "      <td>30</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131107610.html...</td>\n",
       "      <td>底层软件开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5681</th>\n",
       "      <td>31</td>\n",
       "      <td>https://jobs.51job.com/shenzhen/130949991.html...</td>\n",
       "      <td>Python开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5682</th>\n",
       "      <td>32</td>\n",
       "      <td>https://jobs.51job.com/shenzhen/130949266.html...</td>\n",
       "      <td>Java开发工程师-Apple项目</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683</th>\n",
       "      <td>33</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/126960671...</td>\n",
       "      <td>GO研发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5684</th>\n",
       "      <td>34</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132042745.htm...</td>\n",
       "      <td>软件工程师(编号131279)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5685</th>\n",
       "      <td>35</td>\n",
       "      <td>https://jobs.51job.com/foshan/128612889.html?s...</td>\n",
       "      <td>日企电子工程师（软件）(编号127506)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5686</th>\n",
       "      <td>36</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130543790...</td>\n",
       "      <td>JAVA开发工程师（YW103)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5687</th>\n",
       "      <td>37</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130820792...</td>\n",
       "      <td>亿迅C++开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5688</th>\n",
       "      <td>38</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/118804825...</td>\n",
       "      <td>自动化系统开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689</th>\n",
       "      <td>39</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/126695998...</td>\n",
       "      <td>Java课程产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690</th>\n",
       "      <td>40</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/126695408...</td>\n",
       "      <td>嵌入式课程产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691</th>\n",
       "      <td>41</td>\n",
       "      <td>https://jobs.51job.com/zhuhai/128246925.html?s...</td>\n",
       "      <td>高级系统应用工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692</th>\n",
       "      <td>42</td>\n",
       "      <td>https://jobs.51job.com/zhuhai/123310661.html?s...</td>\n",
       "      <td>前端工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693</th>\n",
       "      <td>43</td>\n",
       "      <td>http://accenture.51job.com/jobdetail.html?jobi...</td>\n",
       "      <td>Technology-Java\\/前端开发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694</th>\n",
       "      <td>44</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/126871002...</td>\n",
       "      <td>渲染引擎研发工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695</th>\n",
       "      <td>45</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/125611973.htm...</td>\n",
       "      <td>日企SE（主任或以上级别）(编号124479) 英语必须</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5696 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                                           job_href  \\\n",
       "0         0  https://jobs.51job.com/guangzhou/132144036.htm...   \n",
       "1         1  https://jobs.51job.com/foshan-sdq/132143547.ht...   \n",
       "2         2  https://jobs.51job.com/dongguan/92048566.html?...   \n",
       "3         3  https://jobs.51job.com/guangzhou-yxq/129975986...   \n",
       "4         4  https://jobs.51job.com/guangzhou-thq/131474822...   \n",
       "5         5  https://jobs.51job.com/foshan-ccq/131527011.ht...   \n",
       "6         6  https://jobs.51job.com/dongguan-hlz/129947751....   \n",
       "7         7  https://jobs.51job.com/guangzhou/132134905.htm...   \n",
       "8         8  https://jobs.51job.com/foshan-nhq/132138613.ht...   \n",
       "9         9  https://jobs.51job.com/guangzhou-pyq/117503200...   \n",
       "10       10  https://jobs.51job.com/xian-ytq/132136783.html...   \n",
       "11       11  https://jobs.51job.com/guangzhou-thq/131983640...   \n",
       "12       12  https://jobs.51job.com/guangzhou-thq/115092165...   \n",
       "13       13  https://jobs.51job.com/guangzhou-thq/131822515...   \n",
       "14       14  https://jobs.51job.com/dongguan/131144453.html...   \n",
       "15       15  https://jobs.51job.com/dongguan/131107213.html...   \n",
       "16       16  https://jobs.51job.com/dongguan/131095250.html...   \n",
       "17       17  https://jobs.51job.com/dongguan/131073645.html...   \n",
       "18       18  https://jobs.51job.com/dongguan/131066733.html...   \n",
       "19       19  https://jobs.51job.com/guangzhou/130036303.htm...   \n",
       "20       20  https://jobs.51job.com/guangzhou-pyq/129830302...   \n",
       "21       21  https://jobs.51job.com/guangzhou-hdq/128737074...   \n",
       "22       22  https://jobs.51job.com/guangzhou/127706214.htm...   \n",
       "23       23  https://jobs.51job.com/guangzhou-yxq/125562711...   \n",
       "24       24  https://jobs.51job.com/guangzhou-pyq/116684238...   \n",
       "25       25  https://jobs.51job.com/guangzhou-pyq/63085379....   \n",
       "26       26  https://jobs.51job.com/guangzhou/132107240.htm...   \n",
       "27       27  https://jobs.51job.com/guangzhou-hpq/131644504...   \n",
       "28       28  https://jobs.51job.com/guangzhou-lwq/131123510...   \n",
       "29       29  https://jobs.51job.com/guangzhou-hpq/126571570...   \n",
       "...     ...                                                ...   \n",
       "5666     16  https://jobs.51job.com/zhuhai-xzq/131626091.ht...   \n",
       "5667     17  https://jobs.51job.com/zhuhai/121986947.html?s...   \n",
       "5668     18  https://jobs.51job.com/zhuhai/119401139.html?s...   \n",
       "5669     19  https://jobs.51job.com/zhongshan/130168915.htm...   \n",
       "5670     20  https://jobs.51job.com/guangzhou/126943084.htm...   \n",
       "5671     21  https://jobs.51job.com/guangzhou/126853427.htm...   \n",
       "5672     22  https://jobs.51job.com/guangzhou/126853281.htm...   \n",
       "5673     23  https://jobs.51job.com/guangzhou/126318216.htm...   \n",
       "5674     24  https://jobs.51job.com/guangzhou-thq/126940851...   \n",
       "5675     25  https://jobs.51job.com/guangzhou-hpq/131546609...   \n",
       "5676     26  https://jobs.51job.com/maoming/121937631.html?...   \n",
       "5677     27  http://accenture.51job.com/jobdetail.html?jobi...   \n",
       "5678     28  https://jobs.51job.com/guangzhou/131632485.htm...   \n",
       "5679     29  https://jobs.51job.com/guangzhou/108171635.htm...   \n",
       "5680     30  https://jobs.51job.com/dongguan/131107610.html...   \n",
       "5681     31  https://jobs.51job.com/shenzhen/130949991.html...   \n",
       "5682     32  https://jobs.51job.com/shenzhen/130949266.html...   \n",
       "5683     33  https://jobs.51job.com/guangzhou-thq/126960671...   \n",
       "5684     34  https://jobs.51job.com/guangzhou/132042745.htm...   \n",
       "5685     35  https://jobs.51job.com/foshan/128612889.html?s...   \n",
       "5686     36  https://jobs.51job.com/guangzhou-thq/130543790...   \n",
       "5687     37  https://jobs.51job.com/guangzhou-hzq/130820792...   \n",
       "5688     38  https://jobs.51job.com/guangzhou-thq/118804825...   \n",
       "5689     39  https://jobs.51job.com/guangzhou-hpq/126695998...   \n",
       "5690     40  https://jobs.51job.com/guangzhou-hpq/126695408...   \n",
       "5691     41  https://jobs.51job.com/zhuhai/128246925.html?s...   \n",
       "5692     42  https://jobs.51job.com/zhuhai/123310661.html?s...   \n",
       "5693     43  http://accenture.51job.com/jobdetail.html?jobi...   \n",
       "5694     44  https://jobs.51job.com/guangzhou-thq/126871002...   \n",
       "5695     45  https://jobs.51job.com/guangzhou/125611973.htm...   \n",
       "\n",
       "                          job_name  \n",
       "0                    直播音视频SDK研发工程师  \n",
       "1                           MES工程师  \n",
       "2           后端高级开发工程师（.net core方向）  \n",
       "3                     高级JAVA 软件工程师  \n",
       "4                             项目经理  \n",
       "5                        Java开发工程师  \n",
       "6                        产品工程师（RD）  \n",
       "7               WXG02-微信视频号后台开发工程师  \n",
       "8                       Java开发 出差岗  \n",
       "9                      .NET高级开发工程师  \n",
       "10                     西安远程电话招聘C++  \n",
       "11                       Java开发工程师  \n",
       "12                       Java开发工程师  \n",
       "13                       .net开发工程师  \n",
       "14                 001 .NET软件开发工程师  \n",
       "15                      PHP后端开发工程师  \n",
       "16                           程序工程师  \n",
       "17                     004PHP开发工程师  \n",
       "18                      02 全栈开发工程师  \n",
       "19                      Linux驱动工程师  \n",
       "20               Java开发工程师（偏大数据方向）  \n",
       "21                           软件工程师  \n",
       "22                     Python开发工程师  \n",
       "23                         高级爬虫工程师  \n",
       "24                         电子软件工程师  \n",
       "25                     Java高级开发工程师  \n",
       "26       智能信息事业群UC事业部-活动平台高级工程师-广州  \n",
       "27                       Java开发工程师  \n",
       "28                       Java开发工程师  \n",
       "29                     Java中级开发工程师  \n",
       "...                            ...  \n",
       "5666       .NET开发工程师朝九晚六+双休+人才补贴3w  \n",
       "5667                           架构师  \n",
       "5668                         算法工程师  \n",
       "5669                 软件工程师（电机控制方向）  \n",
       "5670                IT全栈工程师-后端（双休）  \n",
       "5671                 IT全栈工程师（偏向后端）  \n",
       "5672                   IT全栈工程师(双休)  \n",
       "5673                  Web全栈工程师（双休）  \n",
       "5674                   Java高级开发工程师  \n",
       "5675                     Java开发工程师  \n",
       "5676                   Java高级开发工程师  \n",
       "5677    Technology--D365\\/CRM开发工程师  \n",
       "5678    EY Mtel - JAVA高级开发工程师 - 广州  \n",
       "5679                   Java高级开发工程师  \n",
       "5680                     底层软件开发工程师  \n",
       "5681                   Python开发工程师  \n",
       "5682             Java开发工程师-Apple项目  \n",
       "5683                       GO研发工程师  \n",
       "5684               软件工程师(编号131279)  \n",
       "5685         日企电子工程师（软件）(编号127506)  \n",
       "5686              JAVA开发工程师（YW103)  \n",
       "5687                    亿迅C++开发工程师  \n",
       "5688                    自动化系统开发工程师  \n",
       "5689                    Java课程产品经理  \n",
       "5690                     嵌入式课程产品经理  \n",
       "5691                     高级系统应用工程师  \n",
       "5692                         前端工程师  \n",
       "5693      Technology-Java\\/前端开发工程师  \n",
       "5694                     渲染引擎研发工程师  \n",
       "5695  日企SE（主任或以上级别）(编号124479) 英语必须  \n",
       "\n",
       "[5696 rows x 3 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "翻页_url_lists['job_href']=[i.replace('\\/','/') for i in 翻页_url_lists['job_href']]\n",
    "翻页_url_lists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 详细页内容\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://jobs.51job.com/guangzhou/132144036.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-sdq/132143547.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/92048566.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129975986.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131474822.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-ccq/131527011.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-hlz/129947751.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132134905.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-nhq/132138613.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/117503200.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian-ytq/132136783.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131983640.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/115092165.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131822515.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/131144453.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/131107213.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/131095250.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/131073645.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/131066733.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130036303.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/129830302.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/128737074.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/127706214.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/125562711.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/116684238.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/63085379.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132107240.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131644504.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131123510.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126571570.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/132107842.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132103878.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132127530.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-dcq/130190894.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/120637546.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131022903.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131168092.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/132129122.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/jinhua-lxs/132129085.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132125640.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-cpz/132123397.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/132120264.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou/132118174.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132116670.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132115350.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/132112439.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132111758.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132109318.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132103603.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-hm/132102421.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou-hcq/132101908.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132100752.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132098209.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/132096135.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-baq/132095211.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131784672.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131737206.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131655872.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai-xzq/131042292.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-sdq/130981736.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130229510.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130203346.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129673105.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/129523923.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128836113.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/127939447.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126384640.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/122964233.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/120929731.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai-xzq/120346699.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/118462259.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/118240650.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/113643398.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/112187140.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/99350713.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/97512393.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/86397506.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/82737258.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/75952797.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/75506201.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/66827494.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/51898891.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/132094680.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131828744.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/129331832.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/132086628.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132086122.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou/132060764.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132057384.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/130365347.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127043344.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/106261750.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai-xzq/125349469.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/119822003.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/121763764.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132070070.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/132091257.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/132091083.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132090831.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132087441.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-nhq/132086299.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-nhq/132084604.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/132084216.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132083915.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132083213.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/132082070.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai-xzq/132081149.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132067483.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/zhuhai-xzq/130949868.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/126859714.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131354478.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/130314895.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/121041740.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129735626.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/124330894.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou/121202928.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131075527.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/131364408.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai-zhgx/116170525.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/127908030.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131157935.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/112852975.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/124391014.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/111399083.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129925244.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130756411.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126560799.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/93817388.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/125029855.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129709406.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131607205.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130133952.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/93162205.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/118128658.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131749700.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131888185.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/suzhou/128334037.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/114318921.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/86199586.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131629128.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-ccq/129897505.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127573105.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/118958757.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_lists=翻页_url_lists['job_href'].to_list()\n",
    "url_lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>职位名称</th>\n",
       "      <th>职位信息</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>直播音视频SDK研发工程师 (职位编号：6963207698893310244)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>MES工程师</td>\n",
       "      <td>任职要求：1、精通java领域常用的开源框架，如Struts、Spring、SpringMV...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>后端高级开发工程师（.net core方向）</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>高级JAVA 软件工程师</td>\n",
       "      <td>工作经验：具有三年或以上信息化系统开发工作经验。岗位职责:       1. 根据项目要求，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>岗位要求：1、有两年以上项目管理经验，熟悉软件开发全过程；2、有较强的沟通和协调能力，较强的...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1）本科及以上学历，计算机及相关专业；2）3年以上Java开发经验，熟练使用springBo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>产品工程师（RD）</td>\n",
       "      <td>1、非常熟练应用pro/e,Auto CAD等2/3D绘图软件进行产品设计； 2、有三年以上...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>WXG02-微信视频号后台开发工程师 (职位编号：78132)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发 出差岗</td>\n",
       "      <td>岗位要求1、熟悉Springboot，SpringCloud，Eureka，Hibernat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>.NET高级开发工程师</td>\n",
       "      <td>.NET高级开发工程师2名，薪资8-18K（根据水平、能力面议）岗位要求：1、根据项目开发进...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>西安远程电话招聘C++</td>\n",
       "      <td>1.负责设计、研发，具有高性能，高可用的关键系统服务；2.负责C++编程框架、分布式系统架构...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>岗位职责：1、根据开发计划，完成相应模块软件的需求分析、设计、开发、编程任务；2、进行程序单...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1、负责平台核心系统搭建；2、负责业务需求拆解、分析及实施；3、负责系统架构优化，参与建设高...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>.net开发工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>001 .NET软件开发工程师 (职位编号：007)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>PHP后端开发工程师 (职位编号：FS03)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>程序工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>004PHP开发工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>02 全栈开发工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>Linux驱动工程师</td>\n",
       "      <td>Linux驱动工程师：（本科以上学历，电子相关专业毕业）(15-30K)          ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师（偏大数据方向）</td>\n",
       "      <td>岗位职责：1、负责公司大数据平台的开发设计及维护；2、负责前后台软件架构设计；3、实现系统核...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>软件工程师</td>\n",
       "      <td>1.电力电子技术相关专业大专以上学历；2.熟悉电力电子基本原理，掌握常用测试工具；3.有一定...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>Python开发工程师</td>\n",
       "      <td>1.具备RPA相关技术，熟悉使用RPA常用工具;2.掌握python开发语言，熟练使用常用数...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>高级爬虫工程师</td>\n",
       "      <td>岗位职责：1、负责各类电商平台和App端数据抓取和平台搭建；2、负责对爬取数据进行分类和解析...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>电子软件工程师</td>\n",
       "      <td>岗位职责：1、负责小家电类相关产品的软件开发及维护；2、单片机程序设计并完成相应测试验证；3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td>岗位职责：1、承担核心功能代码编写，完成项目的架构设计、开发；2、参与制定设计及实现规范，指...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>智能信息事业群UC事业部-活动平台高级工程师-广州 (职位编号：GP733890)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>岗位职责：1.根据产品需求搭建项目框架，系统架构。2.设计满足第三范式的数据库，代码开发。3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1、负责业务后台部分需求的分析、技术方案设计工作，并负责功能代码的编写及系统运维工作，确保...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>Java中级开发工程师</td>\n",
       "      <td>岗位职责：1、负责项目系统功能模块设计，开发及单元测试；2、分析并解决软件开发过程中的问题；...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0</td>\n",
       "      <td>急招.net开发工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0</td>\n",
       "      <td>java开发（小程序经验）</td>\n",
       "      <td>岗位职责:以下统称“业务伙伴数字化平台”为“平台”：1、负责平台的前、后端核心代码、业务代码...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0</td>\n",
       "      <td>区块链工程师</td>\n",
       "      <td>1、分析业务流程中的中心化业务场景，进而改造设计和实现智能合约；2、负责对智能合约运行维护、...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0</td>\n",
       "      <td>Java后端工程师</td>\n",
       "      <td>岗位职责：1、负责公司产品后端功能模块开发，输出API接口及文档；2、负责对产品性能分析、优...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td>岗位职责：1、负责公司业务支撑系统的设计和研发，主要是Web、接口应用的服务端架构设计和编码...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0</td>\n",
       "      <td>软件工程师</td>\n",
       "      <td>2.会MCU微控制器功能。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0</td>\n",
       "      <td>C++软件工程师</td>\n",
       "      <td>1、负责公司现有软件的完善与改进；2、负责上级分配的软件开发任务。技能要求：1. 本科及以上...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1、参与公司软件产品和软件项目的开发工作2、根据产品开发规范，完成相关的技术文档编写任职资格...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师（惠州）</td>\n",
       "      <td>工作职责:1、负责公司内部IT系统的业务调研、流程梳理、需求分析、程序开发、系统实施；2、编...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0</td>\n",
       "      <td>前端UI工程师</td>\n",
       "      <td>1、3年以上的前端开发经验，精通HTML5\\CSS3开发技术，精JavaScript面向对象...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0</td>\n",
       "      <td>初级工程师</td>\n",
       "      <td>具体要求：1.新聘初级数据中心运维工程师2名，必须满足任职条件且面试通过；2.服务时间：合同...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0</td>\n",
       "      <td>亿迅中高级Java开发</td>\n",
       "      <td>工作职责:1、参与评审系统的业务架构和需求，设计好的产品与架构，并按照工作计划和进度完成系统...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0</td>\n",
       "      <td>QT开发工程师</td>\n",
       "      <td>岗位职责：1、 参与项目的软件研发工作；2、 负责Qt组态软件的开发工作；3、 负责Qt应用...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0</td>\n",
       "      <td>GO/C++后端开发工程师 (职位编号：IT001)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0</td>\n",
       "      <td>PHP高级开发工程师</td>\n",
       "      <td>岗位职责:1、 公司业务系统开发工作 ；2、线上服务和系统维护；3、参与编写技术和项目相关文...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0</td>\n",
       "      <td>高级开发工程师</td>\n",
       "      <td>岗位职责：1、精通C#、Java语言，熟悉常用数据结构，熟悉.NET\\Java体系架构，了解...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0</td>\n",
       "      <td>Java高级开发工程师</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "      <td>OA开发工程师</td>\n",
       "      <td>1、负责集团流程优化及业务调研，制定业务解决方案。2、负责OA系统配置及调试，功能模块的优化...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0</td>\n",
       "      <td>高级OA工程师（JAVA）</td>\n",
       "      <td>工作职责：1.负责公司泛微OA系统，完成公司流程信息化建设2.根据用户部门的流程需求，进行需...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index                                       职位名称  \\\n",
       "0       0   直播音视频SDK研发工程师 (职位编号：6963207698893310244)   \n",
       "1       0                                     MES工程师   \n",
       "2       0                     后端高级开发工程师（.net core方向）   \n",
       "3       0                               高级JAVA 软件工程师   \n",
       "4       0                                       项目经理   \n",
       "5       0                                  Java开发工程师   \n",
       "6       0                                  产品工程师（RD）   \n",
       "7       0            WXG02-微信视频号后台开发工程师 (职位编号：78132)   \n",
       "8       0                                 Java开发 出差岗   \n",
       "9       0                                .NET高级开发工程师   \n",
       "10      0                                西安远程电话招聘C++   \n",
       "11      0                                  Java开发工程师   \n",
       "12      0                                  Java开发工程师   \n",
       "13      0                                  .net开发工程师   \n",
       "14      0                 001 .NET软件开发工程师 (职位编号：007)   \n",
       "15      0                     PHP后端开发工程师 (职位编号：FS03)   \n",
       "16      0                                      程序工程师   \n",
       "17      0                                004PHP开发工程师   \n",
       "18      0                                 02 全栈开发工程师   \n",
       "19      0                                 Linux驱动工程师   \n",
       "20      0                          Java开发工程师（偏大数据方向）   \n",
       "21      0                                      软件工程师   \n",
       "22      0                                Python开发工程师   \n",
       "23      0                                    高级爬虫工程师   \n",
       "24      0                                    电子软件工程师   \n",
       "25      0                                Java高级开发工程师   \n",
       "26      0  智能信息事业群UC事业部-活动平台高级工程师-广州 (职位编号：GP733890)   \n",
       "27      0                                  Java开发工程师   \n",
       "28      0                                  Java开发工程师   \n",
       "29      0                                Java中级开发工程师   \n",
       "30      0                                急招.net开发工程师   \n",
       "31      0                              java开发（小程序经验）   \n",
       "32      0                                     区块链工程师   \n",
       "33      0                                  Java后端工程师   \n",
       "34      0                                Java高级开发工程师   \n",
       "35      0                                      软件工程师   \n",
       "36      0                                   C++软件工程师   \n",
       "37      0                                  Java开发工程师   \n",
       "38      0                              Java开发工程师（惠州）   \n",
       "39      0                                    前端UI工程师   \n",
       "40      0                                      初级工程师   \n",
       "41      0                                亿迅中高级Java开发   \n",
       "42      0                                    QT开发工程师   \n",
       "43      0                 GO/C++后端开发工程师 (职位编号：IT001)   \n",
       "44      0                                 PHP高级开发工程师   \n",
       "45      0                                    高级开发工程师   \n",
       "46      0                                Java高级开发工程师   \n",
       "47      0                                Java高级开发工程师   \n",
       "48      0                                    OA开发工程师   \n",
       "49      0                              高级OA工程师（JAVA）   \n",
       "\n",
       "                                                 职位信息  \n",
       "0                                                      \n",
       "1   任职要求：1、精通java领域常用的开源框架，如Struts、Spring、SpringMV...  \n",
       "2                                                      \n",
       "3   工作经验：具有三年或以上信息化系统开发工作经验。岗位职责:       1. 根据项目要求，...  \n",
       "4   岗位要求：1、有两年以上项目管理经验，熟悉软件开发全过程；2、有较强的沟通和协调能力，较强的...  \n",
       "5   1）本科及以上学历，计算机及相关专业；2）3年以上Java开发经验，熟练使用springBo...  \n",
       "6   1、非常熟练应用pro/e,Auto CAD等2/3D绘图软件进行产品设计； 2、有三年以上...  \n",
       "7                                                      \n",
       "8   岗位要求1、熟悉Springboot，SpringCloud，Eureka，Hibernat...  \n",
       "9   .NET高级开发工程师2名，薪资8-18K（根据水平、能力面议）岗位要求：1、根据项目开发进...  \n",
       "10  1.负责设计、研发，具有高性能，高可用的关键系统服务；2.负责C++编程框架、分布式系统架构...  \n",
       "11  岗位职责：1、根据开发计划，完成相应模块软件的需求分析、设计、开发、编程任务；2、进行程序单...  \n",
       "12  1、负责平台核心系统搭建；2、负责业务需求拆解、分析及实施；3、负责系统架构优化，参与建设高...  \n",
       "13                                                     \n",
       "14                                                     \n",
       "15                                                     \n",
       "16                                                     \n",
       "17                                                     \n",
       "18                                                     \n",
       "19  Linux驱动工程师：（本科以上学历，电子相关专业毕业）(15-30K)          ...  \n",
       "20  岗位职责：1、负责公司大数据平台的开发设计及维护；2、负责前后台软件架构设计；3、实现系统核...  \n",
       "21  1.电力电子技术相关专业大专以上学历；2.熟悉电力电子基本原理，掌握常用测试工具；3.有一定...  \n",
       "22  1.具备RPA相关技术，熟悉使用RPA常用工具;2.掌握python开发语言，熟练使用常用数...  \n",
       "23  岗位职责：1、负责各类电商平台和App端数据抓取和平台搭建；2、负责对爬取数据进行分类和解析...  \n",
       "24  岗位职责：1、负责小家电类相关产品的软件开发及维护；2、单片机程序设计并完成相应测试验证；3...  \n",
       "25  岗位职责：1、承担核心功能代码编写，完成项目的架构设计、开发；2、参与制定设计及实现规范，指...  \n",
       "26                                                     \n",
       "27  岗位职责：1.根据产品需求搭建项目框架，系统架构。2.设计满足第三范式的数据库，代码开发。3...  \n",
       "28   1、负责业务后台部分需求的分析、技术方案设计工作，并负责功能代码的编写及系统运维工作，确保...  \n",
       "29  岗位职责：1、负责项目系统功能模块设计，开发及单元测试；2、分析并解决软件开发过程中的问题；...  \n",
       "30                                                     \n",
       "31  岗位职责:以下统称“业务伙伴数字化平台”为“平台”：1、负责平台的前、后端核心代码、业务代码...  \n",
       "32  1、分析业务流程中的中心化业务场景，进而改造设计和实现智能合约；2、负责对智能合约运行维护、...  \n",
       "33  岗位职责：1、负责公司产品后端功能模块开发，输出API接口及文档；2、负责对产品性能分析、优...  \n",
       "34  岗位职责：1、负责公司业务支撑系统的设计和研发，主要是Web、接口应用的服务端架构设计和编码...  \n",
       "35                  2.会MCU微控制器功能。                      \n",
       "36  1、负责公司现有软件的完善与改进；2、负责上级分配的软件开发任务。技能要求：1. 本科及以上...  \n",
       "37  1、参与公司软件产品和软件项目的开发工作2、根据产品开发规范，完成相关的技术文档编写任职资格...  \n",
       "38  工作职责:1、负责公司内部IT系统的业务调研、流程梳理、需求分析、程序开发、系统实施；2、编...  \n",
       "39  1、3年以上的前端开发经验，精通HTML5\\CSS3开发技术，精JavaScript面向对象...  \n",
       "40  具体要求：1.新聘初级数据中心运维工程师2名，必须满足任职条件且面试通过；2.服务时间：合同...  \n",
       "41  工作职责:1、参与评审系统的业务架构和需求，设计好的产品与架构，并按照工作计划和进度完成系统...  \n",
       "42  岗位职责：1、 参与项目的软件研发工作；2、 负责Qt组态软件的开发工作；3、 负责Qt应用...  \n",
       "43                                                     \n",
       "44  岗位职责:1、 公司业务系统开发工作 ；2、线上服务和系统维护；3、参与编写技术和项目相关文...  \n",
       "45  岗位职责：1、精通C#、Java语言，熟悉常用数据结构，熟悉.NET\\Java体系架构，了解...  \n",
       "46                                                     \n",
       "47                                                     \n",
       "48  1、负责集团流程优化及业务调研，制定业务解决方案。2、负责OA系统配置及调试，功能模块的优化...  \n",
       "49  工作职责：1.负责公司泛微OA系统，完成公司流程信息化建设2.根据用户部门的流程需求，进行需...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "list_df=[]\n",
    "for url in url_lists[:50]:\n",
    "    r=session.get(url)\n",
    "    职位名称_xpath='.//h1/text()'\n",
    "    职位信息_xpath='.//div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    联系方式_xpath='.//div[@class=\"bmsg inbox\"]/p/text()'\n",
    "    职位名称=r.html.xpath(职位名称_xpath)\n",
    "    职位信息=r.html.xpath(职位信息_xpath)\n",
    "    联系方式=r.html.xpath(联系方式_xpath)\n",
    "    职位信息=''.join(职位信息)\n",
    "    df=pd.DataFrame({\n",
    "        '职位名称':职位名称,\n",
    "        '职位信息':职位信息,\n",
    "\n",
    "    })\n",
    "    list_df.append(df)\n",
    "df_all=pd.concat(list_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将详细页存入excel\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='详细页内容')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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